Difference between revisions of "Class Meeting for 10-710 12-01-2011"
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This is one of the class meetings on the [[Syllabus for Structured Prediction 10-710 in Fall 2011|schedule]] for the course [[Structured Prediction 10-710 in Fall 2011]]. | This is one of the class meetings on the [[Syllabus for Structured Prediction 10-710 in Fall 2011|schedule]] for the course [[Structured Prediction 10-710 in Fall 2011]]. | ||
| − | === | + | === Bayesian Structured Prediction === |
* [http://www.cs.cmu.edu/~nasmith/slides/spflodd.12-01-11.pdf Slides] | * [http://www.cs.cmu.edu/~nasmith/slides/spflodd.12-01-11.pdf Slides] | ||
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=== Optional Readings === | === Optional Readings === | ||
| − | |||
* [http://www.ark.cs.cmu.edu/LS2/images/8/8f/BleiEtAl03.pdf Latent Dirichlet Allocation], D. M. Blei, A. Ng, and M. Jordan, JMLR 2003 | * [http://www.ark.cs.cmu.edu/LS2/images/8/8f/BleiEtAl03.pdf Latent Dirichlet Allocation], D. M. Blei, A. Ng, and M. Jordan, JMLR 2003 | ||
* [http://www.ark.cs.cmu.edu/LS2/images/e/e8/GoldwaterGriffiths07.pdf A Fully Bayesian Approach to Unsupervised Part-of-Speech Tagging], S. Goldwater and T. L. Griffiths, ACL 2007 | * [http://www.ark.cs.cmu.edu/LS2/images/e/e8/GoldwaterGriffiths07.pdf A Fully Bayesian Approach to Unsupervised Part-of-Speech Tagging], S. Goldwater and T. L. Griffiths, ACL 2007 | ||
| Line 21: | Line 20: | ||
=== Background Readings === | === Background Readings === | ||
| + | |||
| + | * [http://www.cs.brown.edu/~th/papers/Hofmann-SIGIR99.pdf Probabilistic Latent Semantic Indexing], T. Hofmann, SIGIR 1996 | ||
| + | * [http://www.kamalnigam.com/papers/emcat-mlj99.pdf Text Classification from Labeled and Unlabeled Documents using EM], K. Nigam, A. McCallum, S. Thrun, and T. Mitchell, ML 2000 | ||
Latest revision as of 15:20, 1 December 2011
This is one of the class meetings on the schedule for the course Structured Prediction 10-710 in Fall 2011.
Contents
Bayesian Structured Prediction
Required Readings
- LSP: section 4.2
Optional Readings
- Latent Dirichlet Allocation, D. M. Blei, A. Ng, and M. Jordan, JMLR 2003
- A Fully Bayesian Approach to Unsupervised Part-of-Speech Tagging, S. Goldwater and T. L. Griffiths, ACL 2007
- The Infinite Hidden Markov Model, M. J. Beal, Z. Gharamani, and C. E. Rasmussen, NIPS 2001
- Adaptor Grammars: A Framework for Specifying Compositional Nonparametric Bayesian Models, M. Johnson, T. L. Griffiths, and S. Goldwater, NIPS 2007
- Structured Bayesian Nonparametric Models with Variational Inference, P. Liang and D. Klein, ACL 2007 tutorial
- Inducing Compact but Accurate Tree Substitution Grammars, T. Cohn, P. Blunsom, and S. Goldwater, NAACL 2009
Background Readings
- Probabilistic Latent Semantic Indexing, T. Hofmann, SIGIR 1996
- Text Classification from Labeled and Unlabeled Documents using EM, K. Nigam, A. McCallum, S. Thrun, and T. Mitchell, ML 2000
