Difference between revisions of "Class Meeting for 10-710 11-15-2011"
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* [http://acl.ldc.upenn.edu/P/P05/P05-1044.pdf Contrastive Estimation: Training Log-Linear Models on Unlabeled Data], N. A. Smith and J. Eisner, ACL 2005 | * [http://acl.ldc.upenn.edu/P/P05/P05-1044.pdf Contrastive Estimation: Training Log-Linear Models on Unlabeled Data], N. A. Smith and J. Eisner, ACL 2005 | ||
+ | * [http://research.microsoft.com/pubs/69203/gunawardana05__hidden_condit_random_field_phone_class.pdf Hidden Conditional Random Fields for Phone Classification], A. Gunawardana, M. Mahajan, A. Acero, J. Platt, ICSCT 2005 | ||
* [http://people.csail.mit.edu/ariadna/PAMI_HCRF.pdf Hidden-state Conditional Random Fields], A. Quattoni, S. Wang, L.-P. Morency, M. Collins, and T. Darrell, IEEE PAMI 2007 | * [http://people.csail.mit.edu/ariadna/PAMI_HCRF.pdf Hidden-state Conditional Random Fields], A. Quattoni, S. Wang, L.-P. Morency, M. Collins, and T. Darrell, IEEE PAMI 2007 | ||
* [http://aclweb.org/anthology-new/D/D08/D08-1091.pdf Sparse Multi-Scale Grammars for Discriminative Latent Variable Parsing], S. Petrov and D. Klein, EMNLP 2008 | * [http://aclweb.org/anthology-new/D/D08/D08-1091.pdf Sparse Multi-Scale Grammars for Discriminative Latent Variable Parsing], S. Petrov and D. Klein, EMNLP 2008 | ||
* [http://www.cs.cornell.edu/~cnyu/papers/icml09_latentssvm.pdf Learning Structural SVMs with Latent Variables], C.-N. J. Yu and T. Joachims, ICML 2009 | * [http://www.cs.cornell.edu/~cnyu/papers/icml09_latentssvm.pdf Learning Structural SVMs with Latent Variables], C.-N. J. Yu and T. Joachims, ICML 2009 | ||
* [http://www.cs.cmu.edu/~nasmith/papers/dyer+clark+lavie+smith.acl11.pdf Unsupervised Word Alignment with Arbitrary Features], C. Dyer, J. Clark, A. Lavie, and N. A. Smith, ACL 2011 | * [http://www.cs.cmu.edu/~nasmith/papers/dyer+clark+lavie+smith.acl11.pdf Unsupervised Word Alignment with Arbitrary Features], C. Dyer, J. Clark, A. Lavie, and N. A. Smith, ACL 2011 | ||
+ | * [http://ttic.uchicago.edu/~jkeshet/papers/McAllesterKe11.pdf Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss], D. McAllester and J. Keshet, NIPS 2010 | ||
=== Background Readings === | === Background Readings === |
Latest revision as of 07:42, 15 November 2011
This 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 4.3
Optional Readings
- Contrastive Estimation: Training Log-Linear Models on Unlabeled Data, N. A. Smith and J. Eisner, ACL 2005
- Hidden Conditional Random Fields for Phone Classification, A. Gunawardana, M. Mahajan, A. Acero, J. Platt, ICSCT 2005
- Hidden-state Conditional Random Fields, A. Quattoni, S. Wang, L.-P. Morency, M. Collins, and T. Darrell, IEEE PAMI 2007
- Sparse Multi-Scale Grammars for Discriminative Latent Variable Parsing, S. Petrov and D. Klein, EMNLP 2008
- Learning Structural SVMs with Latent Variables, C.-N. J. Yu and T. Joachims, ICML 2009
- Unsupervised Word Alignment with Arbitrary Features, C. Dyer, J. Clark, A. Lavie, and N. A. Smith, ACL 2011
- Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss, D. McAllester and J. Keshet, NIPS 2010