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Exploiting Generative Models in Discriminative Classifiers

, and . Advances in Neural Information Processing Systems, 11, page 487--493. The MIT Press, (1999)(Proceedings of NIPS-98, November 30 - December 5, 1998, Denver, Colorado, USA).

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Using the Fisher Kernel Method to Detect Remote Protein Homologies, , and . Proceedings of the Seventh International Conference on Intelligent Systems for Molecular Biology (ISMB-99), page 149--158. Heidelberg, Germany, AAAI Press, (August 1999)Exploiting Generative Models in Discriminative Classifiers, and . Advances in Neural Information Processing Systems, 11, page 487--493. The MIT Press, (1999)(Proceedings of NIPS-98, November 30 - December 5, 1998, Denver, Colorado, USA).Introduction to Dual Decomposition for Inference, , and . Optimization for Machine Learning, MIT Press, (2011)Weighted low rank approximation, and . (2003)An introduction to variational methods for graphical models, , , and . Learning in Graphical Models, MIT Press, (1999)Reinforcement learning with soft state aggregation, , and . Advances in Neural Information Processing, 7, page 361--268. The MIT Press, (1995)(Proceedings of NIPS-94, Denver, Colorado, USA).Convergence Results for Single-Step On-Policy Reinforcement-Learning Algorithms, , , and . Machine Learning, 38 (3): 287--308 (2000)Reinforcement Learning Algorithm for Partially Observable Markov Decision Problems, , and . Advances in Neural Information Processing Systems 7, page 345--352. MIT Press, (1995)Tutorial on variational approximation methods.. Advanced mean field methods: theory and practice, MIT Press, (2000)An introduction to variational methods for graphical models, , , and . Technical Report, MIT Computational Cognitive Science, (1997)