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Page 1: About summer seminar Discriminative vs. generative learning

• About summer seminar

• Discriminative vs. generative learning

Page 2: About summer seminar Discriminative vs. generative learning

Summer Seminar Information

• Schedule, slides, and related information relocated at:

URL: http://enpub.eas.asu.edu/cseml

• Group meeting password protected

• Newsgroup: [email protected], Want to join? E-mail [email protected]

http://enpub.eas.asu.edu/cseml
http://enpub.eas.asu.edu/cseml
mailto:[email protected]
mailto:[email protected]
Page 3: About summer seminar Discriminative vs. generative learning

Preliminary Summer Schedule

• 05/31/2007: Hidden Markov Models by Zheng Zhao

• 06/05/2007 and 06/07/2007 : TBA• 06/12/2007 and 06/14/2007: ICML’07

papers• 06/26/2007--: Structured learning,

Embryonic biology, ICML’07 papers, etc.• E-mail slides to [email protected] at

least one day before presentation.

mailto:[email protected]
Page 4: About summer seminar Discriminative vs. generative learning

Generative vs. Discriminative Learning

Shuiwang Ji

Page 5: About summer seminar Discriminative vs. generative learning
Page 6: About summer seminar Discriminative vs. generative learning
Page 7: About summer seminar Discriminative vs. generative learning
Page 8: About summer seminar Discriminative vs. generative learning
Page 9: About summer seminar Discriminative vs. generative learning
Page 10: About summer seminar Discriminative vs. generative learning
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Page 14: About summer seminar Discriminative vs. generative learning

HMM vs. CRF

• Naïve Bayes Logistic regression

• HMM CRF

Page 15: About summer seminar Discriminative vs. generative learning
Page 16: About summer seminar Discriminative vs. generative learning
Page 17: About summer seminar Discriminative vs. generative learning

Additional readings

• An Introduction to Conditional Random Fields for Relational Learning (http://www.cs.umass.edu/~mccallum/papers/crf-tutorial.pdf )

http://www.cs.umass.edu/~mccallum/papers/crf-tutorial.pdf
http://www.cs.umass.edu/~mccallum/papers/crf-tutorial.pdf

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IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval ... · 2018-02-23 · IRGAN: A Minimax Game for Unifying Generative and Discriminative Information

Generative or Discriminative? Getting the Best of Both Worlds · PDF fileFor many applications of machine learning the goal is to predict the value of ... generative and discriminative

Generative and Discriminative Learning - · PDF fileMachine Learning Fall 2017 Generative and Discriminative Learning 1. What we saw most of the semester • A fixed, unknown distribution

On Discriminative vs. Generative Classifiers: A comparison

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Combining Generative and Discriminative Representation ... · PDF file1 Combining Generative and Discriminative Representation Learning for Lung CT Analysis with Convolutional Restricted

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Exploiting Generative Models in Discriminative Classifierspapers.nips.cc/paper/1520-exploiting-generative-models-in... · Exploiting Generative Models in Discriminative Classifiers

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