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作者

Ian Goodfellow

Generative Models

共收录 69
1302.4389 2013-09-23 stat.ML cs.LG

Maxout Networks

Ian J. Goodfellow, David Warde-Farley, Mehdi Mirza, Aaron Courville, Yoshua Bengio

Comments This is the version of the paper that appears in ICML 2013

Journal ref JMLR WCP 28 (3): 1319-1327, 2013

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1308.4214 2013-08-23 stat.ML cs.LG cs.MS

Pylearn2: a machine learning research library

Ian J. Goodfellow, David Warde-Farley, Pascal Lamblin, Vincent Dumoulin, Mehdi Mirza, Razvan Pascanu, James Bergstra, Frédéric Bastien, Yoshua Bengio

Comments 9 pages

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1307.0414 2013-07-02 stat.ML cs.LG

Challenges in Representation Learning: A report on three machine learning contests

Ian J. Goodfellow, Dumitru Erhan, Pierre Luc Carrier, Aaron Courville, Mehdi Mirza, Ben Hamner, Will Cukierski, Yichuan Tang, David Thaler, Dong-Hyun Lee, Yingbo Zhou, Chetan Ramaiah, Fangxiang Feng, Ruifan Li, Xiaojie Wang, Dimitris Athanasakis, John Shawe-Taylor, Maxim Milakov, John Park, Radu Ionescu, Marius Popescu, Cristian Grozea, James Bergstra, Jingjing Xie, Lukasz Romaszko, Bing Xu, Zhang Chuang, Yoshua Bengio

Comments 8 pages, 2 figures

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1301.3568 2013-05-02 stat.ML cs.LG

Joint Training Deep Boltzmann Machines for Classification

Ian J. Goodfellow, Aaron Courville, Yoshua Bengio

Comments Major revision with new techniques and experiments. This version includes new material put on the poster for the ICLR workshop

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1301.5088 2013-01-23 stat.ML cs.LG

Piecewise Linear Multilayer Perceptrons and Dropout

Ian J. Goodfellow

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1212.2686 2012-12-13 stat.ML cs.LG

Joint Training of Deep Boltzmann Machines

Ian Goodfellow, Aaron Courville, Yoshua Bengio

Comments 4 pages

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1211.5590 2012-11-26 cs.SC cs.LG

Theano: new features and speed improvements

Frédéric Bastien, Pascal Lamblin, Razvan Pascanu, James Bergstra, Ian Goodfellow, Arnaud Bergeron, Nicolas Bouchard, David Warde-Farley, Yoshua Bengio

Comments Presented at the Deep Learning Workshop, NIPS 2012

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1206.6407 2012-07-02 cs.LG stat.ML

Large-Scale Feature Learning With Spike-and-Slab Sparse Coding

Ian Goodfellow, Aaron Courville, Yoshua Bengio

Comments Appears in Proceedings of the 29th International Conference on Machine Learning (ICML 2012). arXiv admin note: substantial text overlap with arXiv:1201.3382

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1201.3382 2012-04-05 stat.ML cs.LG

Spike-and-Slab Sparse Coding for Unsupervised Feature Discovery

Ian J. Goodfellow, Aaron Courville, Yoshua Bengio

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