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List of publications

Titre  
 
[1] Dumitru Erhan, Yoshua Bengio, Aaron Courville, Pierre-Antoine Manzagol, Pascal Vincent and S. Bengio,
"Why does unsupervised pre-training help deep learning?",
Journal of Machine Learning Research, pp. 625-660, 02 2010.
[2] Dumitru Erhan, Aaron Courville, Yoshua Bengio and Pascal Vincent,
"Why does unsupervised pre-training help deep learning?",
in Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010), pp. 201-208, 05 2010.
[3] Dumitru Erhan, Pierre-Antoine Manzagol, Yoshua Bengio, S. Bengio and Pascal Vincent,
"The difficulty of training deep architectures and the effect of unsupervised pre-training",
in Twelfth International Conference on Artificial Intelligence and Statistics, AISTATS 2009, Clearwater, Florida, USA, pp. 153-160, 04 2009.
[4] Hugo Larochelle, Dumitru Erhan and Yoshua Bengio,
"Zero-data learning of new tasks",
in Twenty-Third AAAI Conference on Artificial Intelligence, Chicago, Illinois, 07 2008.
[5] Hugo Larochelle, Dumitru Erhan, A. Courville, James Bergstra and Yoshua Bengio,
"An empirical evaluation of deep architectures on problems with many factors of variation",
in 24th Annual International Conference on Machine Learning, ICML 2007, Corvallis, Oregon, 06 2007.
[6] Dumitru Erhan, P.-J. L'Heureux, S.Y. Yue and Yoshua Bengio,
"Collaborative filtering on a family of biological targets",
Journal of Chemical Information and Modeling, pp. 626-635, 02 2006.
   
     
   
   

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