Class Meeting for 10-710 11-15-2011
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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 4.3
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
