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Loss Functions for Discriminative Training of Energy-Based Models

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Energy-Based Models

Yann LeCun and Fu Jie Huang, “Loss Functions for Discriminative Training of Energy-Based Models,” in Proc. of the 10-th International Workshop on Artificial Intelligence and Statistics (AIStats’05) , 2005. [8 pages] http://yann.lecun.com/exdb/publis/pdf/lecun-huang-05.pdf

An application is described in:

R. Osadchy, M. Miller, and Y. LeCun, “Synergistic Face Detection and Pose Estimation with Energy-Based Model,” in Advances in Neural Information Processing Systems (NIPS 2004), 2005. [8 pages] http://yann.lecun.com/exdb/publis/pdf/osadchy-04.pdf

This talk is part of the Machine Learning Journal Club series.

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