Loss Functions for Discriminative Training of Energy-Based Models (2005)

Cached

Download Links

by Yann Lecun , Fu Jie , Jhuangfu}@cs. Nyu. Eduhttp://yann. Lecun. Com
Venue:In Proc. of the 10-th International Workshop on Artificial Intelligence and Statistics (AIStats’05
Citations:30 - 4 self

Documents Related by Co-Citation

2325 Conditional random fields: Probabilistic models for segmenting and labeling sequence data – John Lafferty - 2001
742 Gradient-based learning applied to document recognition – Yann Lecun, Léon Bottou, Yoshua Bengio, Patrick Haffner - 1998
518 Training Products of Experts by Minimizing Contrastive Divergence – Geoffrey Hinton - 2000
228 Fields of experts: A framework for learning image priors – Stefan Roth, Michael J. Black - 2005
439 Max-margin Markov networks – Ben Taskar, Carlos Guestrin, Daphne Koller - 2003
97 Learning a similarity metric discriminatively, with application to face verification – Sumit Chopra, Raia Hadsell, Yann Lecun - 2005
108 Discriminative fields for modeling spatial dependencies in natural images – Sanjiv Kumar, Martial Hebert - 2003
2071 Rapid object detection using a boosted cascade of simple features – Paul Viola, Michael Jones - 2001
356 Image denoising using a scale mixture of Gaussians in the wavelet domain – Javier Portilla, Vasily Strela, Martin J. Wainwright, Eero P. Simoncelli - 2003
1400 Fast approximate energy minimization via graph cuts – Yuri Boykov, Olga Veksler, Ramin Zabih - 2001
489 Discriminative Training Methods for Hidden Markov Models: Theory and Experiments with Perceptron Algorithms – Michael Collins - 2002
31 Signature Verification using a "Siamese" Time Delay Neural Network – Jane Bromley, Isabelle Guyon, Yann Lecun, Eduard Säckinger, Roopak Shah - 1994
52 Energy-based models for sparse overcomplete representations – Yee Whye Teh, Max Welling, Simon Osindero, Geoffrey E. Hinton, Te-won Lee, Jean-françois Cardoso, Erkki Oja, Shun-ichi Amari - 2003
927 On the statistical analysis of dirty pictures – Julian Besag, Julian Besag - 1986
56 Synergistic face detection and pose estimation with energy-based model – Margarita Osadchy, Yann Le Cun, Matthew L. Miller, Pietro Perona - 2005
2399 Latent dirichlet allocation – David M. Blei, Andrew Y. Ng, Michael I. Jordan, John Lafferty - 2003
398 Belief Propagation – Yair Weiss , Judea Pearl - 2010
148 A Neural Probabilistic Language Model – Yoshua Bengio, Réjean Ducharme, Pascal Vincent, Christian Jauvin - 2003
95 Accelerated training of conditional random fields with stochastic gradient methods – S. V. N. Vishwanathan, Nicol N. Schraudolph, Mark W. Schmidt, Kevin P. Murphy - 2006