how to do music recommendation
DESCRIPTION
Based on the algorithm for theperceptron.comTRANSCRIPT
![Page 1: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/1.jpg)
Finding a band to fall in love with @maryrosecook maryrosecook.com
![Page 2: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/2.jpg)
How?
Take a band the user likes.
Find connected bands.
Show in order of connection strength.
How?
![Page 3: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/3.jpg)
Myspace friendship
Connections
![Page 4: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/4.jpg)
Mixtape
Connections
![Page 5: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/5.jpg)
Record label
Connections
![Page 6: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/6.jpg)
Tiny Mix Tapes review recommendation
Connections
![Page 7: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/7.jpg)
Epitonic similar artist
Connections
![Page 8: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/8.jpg)
User suggestion
Connections
![Page 9: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/9.jpg)
last.fm recommendation
Connections
![Page 10: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/10.jpg)
mp3 blog
Connections
![Page 11: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/11.jpg)
Recommendation Rating
![Page 12: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/12.jpg)
Connection Strength
connection source weight sum + connection rating
Average of ratings for this specific connection
Average of all connectionsource ratings
![Page 13: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/13.jpg)
Good
Multiple connection sources means diversity.
Global + local ratings mean subtle strengths.
![Page 14: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/14.jpg)
BadConnection strengths barely personalised.
120,000 bands.
Only immediate connections considered.
Ignores band quality.
Ignores band popularity.
Ignores music taste evolution.
![Page 15: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/15.jpg)
Terrible
Music recommendation separated from life?
![Page 16: How To Do Music Recommendation](https://reader034.vdocument.in/reader034/viewer/2022042623/54b78f534a795953368b4658/html5/thumbnails/16.jpg)
Thank you for your kind attention