about summer seminar discriminative vs. generative learning
Post on 19-Dec-2015
223 views
TRANSCRIPT
![Page 1: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/1.jpg)
• About summer seminar
• Discriminative vs. generative learning
![Page 2: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/2.jpg)
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]
![Page 3: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/3.jpg)
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.
![Page 4: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/4.jpg)
Generative vs. Discriminative Learning
Shuiwang Ji
![Page 5: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/5.jpg)
![Page 6: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/6.jpg)
![Page 7: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/7.jpg)
![Page 8: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/8.jpg)
![Page 9: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/9.jpg)
![Page 10: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/10.jpg)
![Page 11: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/11.jpg)
![Page 12: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/12.jpg)
![Page 13: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/13.jpg)
![Page 14: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/14.jpg)
HMM vs. CRF
• Naïve Bayes Logistic regression
• HMM CRF
![Page 15: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/15.jpg)
![Page 16: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/16.jpg)
![Page 17: About summer seminar Discriminative vs. generative learning](https://reader035.vdocuments.site/reader035/viewer/2022062421/56649d385503460f94a10c4b/html5/thumbnails/17.jpg)
Additional readings
• An Introduction to Conditional Random Fields for Relational Learning (http://www.cs.umass.edu/~mccallum/papers/crf-tutorial.pdf )