Class Meeting for 10-710 12-01-2011
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Jump to navigationJump to searchThis is one of the class meetings on the schedule for the course Structured Prediction 10-710 in Fall 2011.
Contents
Discriminative Latent-Variable Models
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
