hastie -the elements of statistical learning
TRANSCRIPT
![Page 1: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/1.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 1/553
![Page 2: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/2.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 2/553
![Page 3: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/3.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 3/553
![Page 4: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/4.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 4/553
![Page 5: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/5.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 5/553
![Page 6: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/6.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 6/553
![Page 7: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/7.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 7/553
![Page 8: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/8.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 8/553
![Page 9: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/9.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 9/553
![Page 10: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/10.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 10/553
![Page 11: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/11.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 11/553
![Page 12: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/12.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 12/553
![Page 13: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/13.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 13/553
![Page 14: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/14.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 14/553
![Page 15: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/15.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 15/553
![Page 16: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/16.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 16/553
![Page 17: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/17.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 17/553
![Page 18: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/18.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 18/553
![Page 19: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/19.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 19/553
![Page 20: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/20.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 20/553
![Page 21: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/21.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 21/553
![Page 22: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/22.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 22/553
![Page 23: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/23.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 23/553
![Page 24: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/24.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 24/553
![Page 25: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/25.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 25/553
![Page 26: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/26.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 26/553
![Page 27: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/27.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 27/553
![Page 28: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/28.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 28/553
![Page 29: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/29.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 29/553
![Page 30: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/30.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 30/553
![Page 31: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/31.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 31/553
![Page 32: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/32.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 32/553
![Page 33: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/33.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 33/553
![Page 34: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/34.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 34/553
![Page 35: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/35.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 35/553
![Page 36: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/36.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 36/553
![Page 37: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/37.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 37/553
![Page 38: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/38.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 38/553
![Page 39: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/39.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 39/553
![Page 40: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/40.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 40/553
![Page 41: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/41.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 41/553
![Page 42: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/42.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 42/553
![Page 43: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/43.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 43/553
![Page 44: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/44.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 44/553
![Page 45: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/45.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 45/553
![Page 46: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/46.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 46/553
![Page 47: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/47.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 47/553
![Page 48: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/48.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 48/553
![Page 49: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/49.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 49/553
![Page 50: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/50.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 50/553
![Page 51: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/51.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 51/553
![Page 52: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/52.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 52/553
![Page 53: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/53.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 53/553
![Page 54: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/54.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 54/553
![Page 55: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/55.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 55/553
![Page 56: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/56.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 56/553
![Page 57: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/57.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 57/553
![Page 58: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/58.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 58/553
![Page 59: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/59.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 59/553
![Page 60: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/60.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 60/553
![Page 61: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/61.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 61/553
![Page 62: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/62.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 62/553
![Page 63: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/63.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 63/553
![Page 64: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/64.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 64/553
![Page 65: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/65.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 65/553
![Page 66: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/66.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 66/553
![Page 67: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/67.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 67/553
![Page 68: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/68.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 68/553
![Page 69: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/69.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 69/553
![Page 70: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/70.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 70/553
![Page 71: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/71.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 71/553
![Page 72: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/72.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 72/553
![Page 73: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/73.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 73/553
![Page 74: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/74.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 74/553
![Page 75: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/75.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 75/553
![Page 76: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/76.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 76/553
![Page 77: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/77.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 77/553
![Page 78: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/78.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 78/553
![Page 79: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/79.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 79/553
![Page 80: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/80.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 80/553
![Page 81: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/81.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 81/553
![Page 82: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/82.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 82/553
![Page 83: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/83.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 83/553
![Page 84: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/84.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 84/553
![Page 85: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/85.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 85/553
![Page 86: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/86.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 86/553
![Page 87: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/87.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 87/553
![Page 88: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/88.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 88/553
![Page 89: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/89.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 89/553
![Page 90: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/90.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 90/553
![Page 91: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/91.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 91/553
![Page 92: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/92.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 92/553
![Page 93: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/93.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 93/553
![Page 94: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/94.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 94/553
![Page 95: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/95.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 95/553
![Page 96: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/96.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 96/553
![Page 97: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/97.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 97/553
![Page 98: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/98.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 98/553
![Page 99: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/99.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 99/553
![Page 100: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/100.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 100/553
![Page 101: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/101.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 101/553
![Page 102: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/102.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 102/553
![Page 103: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/103.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 103/553
![Page 104: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/104.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 104/553
![Page 105: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/105.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 105/553
![Page 106: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/106.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 106/553
![Page 107: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/107.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 107/553
![Page 108: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/108.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 108/553
![Page 109: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/109.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 109/553
![Page 110: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/110.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 110/553
![Page 111: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/111.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 111/553
![Page 112: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/112.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 112/553
![Page 113: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/113.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 113/553
![Page 114: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/114.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 114/553
![Page 115: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/115.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 115/553
![Page 116: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/116.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 116/553
![Page 117: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/117.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 117/553
![Page 118: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/118.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 118/553
![Page 119: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/119.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 119/553
![Page 120: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/120.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 120/553
![Page 121: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/121.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 121/553
![Page 122: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/122.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 122/553
![Page 123: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/123.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 123/553
![Page 124: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/124.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 124/553
![Page 125: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/125.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 125/553
![Page 126: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/126.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 126/553
![Page 127: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/127.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 127/553
![Page 128: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/128.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 128/553
![Page 129: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/129.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 129/553
![Page 130: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/130.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 130/553
![Page 131: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/131.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 131/553
![Page 132: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/132.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 132/553
![Page 133: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/133.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 133/553
![Page 134: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/134.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 134/553
![Page 135: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/135.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 135/553
![Page 136: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/136.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 136/553
![Page 137: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/137.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 137/553
![Page 138: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/138.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 138/553
![Page 139: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/139.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 139/553
![Page 140: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/140.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 140/553
![Page 141: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/141.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 141/553
![Page 142: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/142.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 142/553
![Page 143: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/143.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 143/553
![Page 144: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/144.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 144/553
![Page 145: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/145.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 145/553
![Page 146: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/146.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 146/553
![Page 147: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/147.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 147/553
![Page 148: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/148.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 148/553
![Page 149: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/149.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 149/553
![Page 150: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/150.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 150/553
![Page 151: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/151.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 151/553
![Page 152: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/152.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 152/553
![Page 153: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/153.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 153/553
![Page 154: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/154.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 154/553
![Page 155: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/155.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 155/553
![Page 156: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/156.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 156/553
![Page 157: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/157.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 157/553
![Page 158: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/158.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 158/553
![Page 159: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/159.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 159/553
![Page 160: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/160.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 160/553
![Page 161: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/161.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 161/553
![Page 162: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/162.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 162/553
![Page 163: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/163.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 163/553
![Page 164: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/164.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 164/553
![Page 165: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/165.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 165/553
![Page 166: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/166.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 166/553
![Page 167: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/167.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 167/553
![Page 168: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/168.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 168/553
![Page 169: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/169.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 169/553
![Page 170: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/170.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 170/553
![Page 171: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/171.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 171/553
![Page 172: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/172.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 172/553
![Page 173: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/173.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 173/553
![Page 174: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/174.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 174/553
![Page 175: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/175.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 175/553
![Page 176: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/176.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 176/553
![Page 177: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/177.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 177/553
![Page 178: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/178.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 178/553
![Page 179: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/179.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 179/553
![Page 180: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/180.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 180/553
![Page 181: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/181.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 181/553
![Page 182: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/182.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 182/553
![Page 183: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/183.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 183/553
![Page 184: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/184.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 184/553
![Page 185: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/185.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 185/553
![Page 186: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/186.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 186/553
![Page 187: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/187.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 187/553
![Page 188: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/188.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 188/553
![Page 189: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/189.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 189/553
![Page 190: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/190.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 190/553
![Page 191: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/191.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 191/553
![Page 192: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/192.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 192/553
![Page 193: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/193.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 193/553
![Page 194: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/194.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 194/553
![Page 195: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/195.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 195/553
![Page 196: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/196.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 196/553
![Page 197: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/197.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 197/553
![Page 198: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/198.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 198/553
![Page 199: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/199.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 199/553
![Page 200: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/200.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 200/553
![Page 201: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/201.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 201/553
![Page 202: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/202.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 202/553
![Page 203: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/203.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 203/553
![Page 204: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/204.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 204/553
![Page 205: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/205.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 205/553
![Page 206: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/206.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 206/553
![Page 207: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/207.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 207/553
![Page 208: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/208.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 208/553
![Page 209: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/209.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 209/553
![Page 210: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/210.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 210/553
![Page 211: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/211.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 211/553
![Page 212: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/212.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 212/553
![Page 213: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/213.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 213/553
![Page 214: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/214.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 214/553
![Page 215: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/215.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 215/553
![Page 216: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/216.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 216/553
![Page 217: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/217.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 217/553
![Page 218: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/218.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 218/553
![Page 219: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/219.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 219/553
![Page 220: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/220.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 220/553
![Page 221: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/221.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 221/553
![Page 222: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/222.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 222/553
![Page 223: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/223.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 223/553
![Page 224: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/224.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 224/553
![Page 225: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/225.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 225/553
![Page 226: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/226.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 226/553
![Page 227: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/227.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 227/553
![Page 228: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/228.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 228/553
![Page 229: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/229.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 229/553
![Page 230: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/230.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 230/553
![Page 231: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/231.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 231/553
![Page 232: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/232.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 232/553
![Page 233: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/233.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 233/553
![Page 234: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/234.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 234/553
![Page 235: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/235.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 235/553
![Page 236: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/236.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 236/553
![Page 237: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/237.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 237/553
![Page 238: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/238.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 238/553
![Page 239: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/239.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 239/553
![Page 240: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/240.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 240/553
![Page 241: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/241.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 241/553
![Page 242: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/242.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 242/553
![Page 243: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/243.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 243/553
![Page 244: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/244.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 244/553
![Page 245: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/245.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 245/553
![Page 246: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/246.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 246/553
![Page 247: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/247.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 247/553
![Page 248: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/248.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 248/553
![Page 249: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/249.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 249/553
![Page 250: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/250.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 250/553
![Page 251: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/251.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 251/553
![Page 252: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/252.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 252/553
![Page 253: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/253.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 253/553
![Page 254: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/254.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 254/553
![Page 255: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/255.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 255/553
![Page 256: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/256.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 256/553
![Page 257: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/257.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 257/553
![Page 258: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/258.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 258/553
![Page 259: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/259.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 259/553
![Page 260: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/260.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 260/553
![Page 261: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/261.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 261/553
![Page 262: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/262.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 262/553
![Page 263: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/263.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 263/553
![Page 264: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/264.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 264/553
![Page 265: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/265.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 265/553
![Page 266: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/266.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 266/553
![Page 267: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/267.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 267/553
![Page 268: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/268.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 268/553
![Page 269: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/269.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 269/553
![Page 270: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/270.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 270/553
![Page 271: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/271.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 271/553
![Page 272: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/272.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 272/553
![Page 273: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/273.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 273/553
![Page 274: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/274.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 274/553
![Page 275: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/275.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 275/553
![Page 276: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/276.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 276/553
![Page 277: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/277.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 277/553
![Page 278: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/278.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 278/553
![Page 279: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/279.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 279/553
![Page 280: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/280.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 280/553
![Page 281: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/281.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 281/553
![Page 282: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/282.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 282/553
![Page 283: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/283.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 283/553
![Page 284: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/284.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 284/553
![Page 285: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/285.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 285/553
![Page 286: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/286.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 286/553
![Page 287: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/287.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 287/553
![Page 288: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/288.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 288/553
![Page 289: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/289.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 289/553
![Page 290: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/290.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 290/553
![Page 291: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/291.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 291/553
![Page 292: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/292.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 292/553
![Page 293: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/293.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 293/553
![Page 294: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/294.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 294/553
![Page 295: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/295.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 295/553
![Page 296: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/296.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 296/553
![Page 297: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/297.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 297/553
![Page 298: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/298.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 298/553
![Page 299: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/299.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 299/553
![Page 300: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/300.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 300/553
![Page 301: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/301.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 301/553
![Page 302: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/302.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 302/553
![Page 303: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/303.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 303/553
![Page 304: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/304.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 304/553
![Page 305: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/305.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 305/553
![Page 306: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/306.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 306/553
![Page 307: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/307.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 307/553
![Page 308: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/308.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 308/553
![Page 309: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/309.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 309/553
![Page 310: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/310.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 310/553
![Page 311: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/311.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 311/553
![Page 312: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/312.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 312/553
![Page 313: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/313.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 313/553
![Page 314: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/314.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 314/553
![Page 315: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/315.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 315/553
![Page 316: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/316.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 316/553
![Page 317: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/317.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 317/553
![Page 318: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/318.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 318/553
![Page 319: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/319.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 319/553
![Page 320: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/320.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 320/553
![Page 321: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/321.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 321/553
![Page 322: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/322.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 322/553
![Page 323: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/323.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 323/553
![Page 324: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/324.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 324/553
![Page 325: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/325.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 325/553
![Page 326: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/326.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 326/553
![Page 327: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/327.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 327/553
![Page 328: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/328.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 328/553
![Page 329: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/329.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 329/553
![Page 330: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/330.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 330/553
![Page 331: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/331.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 331/553
![Page 332: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/332.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 332/553
![Page 333: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/333.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 333/553
![Page 334: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/334.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 334/553
![Page 335: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/335.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 335/553
![Page 336: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/336.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 336/553
![Page 337: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/337.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 337/553
![Page 338: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/338.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 338/553
![Page 339: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/339.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 339/553
![Page 340: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/340.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 340/553
![Page 341: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/341.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 341/553
![Page 342: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/342.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 342/553
![Page 343: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/343.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 343/553
![Page 344: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/344.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 344/553
![Page 345: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/345.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 345/553
![Page 346: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/346.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 346/553
![Page 347: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/347.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 347/553
![Page 348: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/348.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 348/553
![Page 349: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/349.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 349/553
![Page 350: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/350.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 350/553
![Page 351: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/351.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 351/553
![Page 352: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/352.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 352/553
![Page 353: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/353.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 353/553
![Page 354: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/354.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 354/553
![Page 355: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/355.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 355/553
![Page 356: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/356.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 356/553
![Page 357: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/357.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 357/553
![Page 358: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/358.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 358/553
![Page 359: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/359.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 359/553
![Page 360: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/360.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 360/553
![Page 361: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/361.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 361/553
![Page 362: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/362.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 362/553
![Page 363: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/363.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 363/553
![Page 364: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/364.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 364/553
![Page 365: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/365.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 365/553
![Page 366: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/366.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 366/553
![Page 367: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/367.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 367/553
![Page 368: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/368.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 368/553
![Page 369: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/369.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 369/553
![Page 370: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/370.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 370/553
![Page 371: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/371.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 371/553
![Page 372: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/372.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 372/553
![Page 373: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/373.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 373/553
![Page 374: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/374.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 374/553
![Page 375: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/375.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 375/553
![Page 376: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/376.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 376/553
![Page 377: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/377.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 377/553
![Page 378: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/378.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 378/553
![Page 379: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/379.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 379/553
![Page 380: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/380.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 380/553
![Page 381: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/381.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 381/553
![Page 382: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/382.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 382/553
![Page 383: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/383.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 383/553
![Page 384: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/384.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 384/553
![Page 385: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/385.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 385/553
![Page 386: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/386.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 386/553
![Page 387: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/387.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 387/553
![Page 388: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/388.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 388/553
![Page 389: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/389.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 389/553
![Page 390: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/390.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 390/553
![Page 391: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/391.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 391/553
![Page 392: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/392.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 392/553
![Page 393: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/393.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 393/553
![Page 394: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/394.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 394/553
![Page 395: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/395.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 395/553
![Page 396: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/396.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 396/553
![Page 397: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/397.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 397/553
![Page 398: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/398.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 398/553
![Page 399: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/399.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 399/553
![Page 400: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/400.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 400/553
![Page 401: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/401.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 401/553
![Page 402: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/402.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 402/553
![Page 403: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/403.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 403/553
![Page 404: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/404.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 404/553
![Page 405: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/405.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 405/553
![Page 406: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/406.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 406/553
![Page 407: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/407.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 407/553
![Page 408: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/408.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 408/553
![Page 409: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/409.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 409/553
![Page 410: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/410.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 410/553
![Page 411: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/411.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 411/553
![Page 412: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/412.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 412/553
![Page 413: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/413.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 413/553
![Page 414: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/414.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 414/553
![Page 415: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/415.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 415/553
![Page 416: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/416.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 416/553
![Page 417: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/417.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 417/553
![Page 418: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/418.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 418/553
![Page 419: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/419.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 419/553
![Page 420: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/420.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 420/553
![Page 421: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/421.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 421/553
![Page 422: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/422.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 422/553
![Page 423: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/423.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 423/553
![Page 424: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/424.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 424/553
![Page 425: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/425.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 425/553
![Page 426: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/426.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 426/553
![Page 427: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/427.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 427/553
![Page 428: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/428.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 428/553
![Page 429: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/429.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 429/553
![Page 430: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/430.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 430/553
![Page 431: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/431.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 431/553
![Page 432: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/432.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 432/553
![Page 433: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/433.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 433/553
![Page 434: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/434.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 434/553
![Page 435: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/435.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 435/553
![Page 436: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/436.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 436/553
![Page 437: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/437.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 437/553
![Page 438: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/438.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 438/553
![Page 439: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/439.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 439/553
![Page 440: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/440.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 440/553
![Page 441: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/441.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 441/553
![Page 442: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/442.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 442/553
![Page 443: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/443.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 443/553
![Page 444: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/444.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 444/553
![Page 445: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/445.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 445/553
![Page 446: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/446.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 446/553
![Page 447: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/447.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 447/553
![Page 448: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/448.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 448/553
![Page 449: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/449.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 449/553
![Page 450: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/450.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 450/553
![Page 451: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/451.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 451/553
![Page 452: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/452.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 452/553
![Page 453: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/453.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 453/553
![Page 454: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/454.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 454/553
![Page 455: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/455.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 455/553
![Page 456: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/456.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 456/553
![Page 457: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/457.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 457/553
![Page 458: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/458.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 458/553
![Page 459: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/459.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 459/553
![Page 460: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/460.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 460/553
![Page 461: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/461.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 461/553
![Page 462: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/462.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 462/553
![Page 463: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/463.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 463/553
![Page 464: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/464.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 464/553
![Page 465: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/465.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 465/553
![Page 466: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/466.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 466/553
![Page 467: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/467.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 467/553
![Page 468: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/468.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 468/553
![Page 469: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/469.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 469/553
![Page 470: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/470.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 470/553
![Page 471: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/471.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 471/553
![Page 472: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/472.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 472/553
![Page 473: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/473.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 473/553
![Page 474: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/474.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 474/553
![Page 475: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/475.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 475/553
![Page 476: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/476.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 476/553
![Page 477: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/477.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 477/553
![Page 478: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/478.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 478/553
![Page 479: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/479.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 479/553
![Page 480: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/480.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 480/553
![Page 481: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/481.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 481/553
![Page 482: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/482.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 482/553
![Page 483: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/483.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 483/553
![Page 484: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/484.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 484/553
![Page 485: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/485.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 485/553
![Page 486: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/486.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 486/553
![Page 487: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/487.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 487/553
![Page 488: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/488.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 488/553
![Page 489: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/489.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 489/553
![Page 490: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/490.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 490/553
![Page 491: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/491.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 491/553
![Page 492: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/492.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 492/553
![Page 493: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/493.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 493/553
![Page 494: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/494.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 494/553
![Page 495: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/495.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 495/553
![Page 496: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/496.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 496/553
![Page 497: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/497.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 497/553
![Page 498: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/498.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 498/553
![Page 499: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/499.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 499/553
![Page 500: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/500.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 500/553
![Page 501: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/501.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 501/553
![Page 502: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/502.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 502/553
![Page 503: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/503.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 503/553
![Page 504: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/504.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 504/553
![Page 505: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/505.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 505/553
![Page 506: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/506.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 506/553
![Page 507: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/507.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 507/553
![Page 508: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/508.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 508/553
![Page 509: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/509.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 509/553
![Page 510: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/510.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 510/553
![Page 511: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/511.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 511/553
![Page 512: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/512.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 512/553
![Page 513: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/513.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 513/553
![Page 514: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/514.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 514/553
![Page 515: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/515.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 515/553
![Page 516: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/516.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 516/553
![Page 517: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/517.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 517/553
![Page 518: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/518.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 518/553
![Page 519: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/519.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 519/553
![Page 520: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/520.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 520/553
![Page 521: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/521.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 521/553
![Page 522: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/522.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 522/553
![Page 523: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/523.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 523/553
![Page 524: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/524.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 524/553
![Page 525: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/525.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 525/553
![Page 526: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/526.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 526/553
![Page 527: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/527.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 527/553
![Page 528: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/528.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 528/553
![Page 529: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/529.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 529/553
![Page 530: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/530.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 530/553
![Page 531: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/531.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 531/553
![Page 532: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/532.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 532/553
![Page 533: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/533.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 533/553
![Page 534: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/534.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 534/553
![Page 535: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/535.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 535/553
![Page 536: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/536.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 536/553
![Page 537: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/537.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 537/553
![Page 538: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/538.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 538/553
![Page 539: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/539.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 539/553
![Page 540: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/540.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 540/553
![Page 541: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/541.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 541/553
![Page 542: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/542.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 542/553
![Page 543: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/543.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 543/553
![Page 544: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/544.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 544/553
![Page 545: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/545.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 545/553
![Page 546: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/546.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 546/553
![Page 547: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/547.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 547/553
![Page 548: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/548.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 548/553
![Page 549: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/549.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 549/553
![Page 550: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/550.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 550/553
![Page 551: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/551.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 551/553
![Page 552: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/552.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 552/553
![Page 553: Hastie -The Elements of Statistical Learning](https://reader033.vdocument.in/reader033/viewer/2022052711/577c79941a28abe0549335af/html5/thumbnails/553.jpg)
8/15/2019 Hastie -The Elements of Statistical Learning
http://slidepdf.com/reader/full/hastie-the-elements-of-statistical-learning 553/553