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155Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLIan J. Goodfellow, Aaron C. Courville, Yoshua Bengio: Spike-and-Slab Sparse Coding for Unsupervised Feature Discovery CoRR abs/1201.3382: (2012)
154Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Evolving Culture vs Local Minima CoRR abs/1203.2990: (2012)
153Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLGuillaume Desjardins, Aaron C. Courville, Yoshua Bengio: On Training Deep Boltzmann Machines CoRR abs/1203.4416: (2012)
152Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJames Bergstra, Yoshua Bengio: Random Search for Hyper-Parameter Optimization. Journal of Machine Learning Research 13: 281-305 (2012)
151Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHugo Larochelle, Michael I. Mandel, Razvan Pascanu, Yoshua Bengio: Learning Algorithms for the Classification Restricted Boltzmann Machine. Journal of Machine Learning Research 13: 643-669 (2012)
150Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAntoine Bordes, Xavier Glorot, Jason Weston, Yoshua Bengio: Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing. Journal of Machine Learning Research - Proceedings Track 22: 127-135 (2012)
2011
149Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAntoine Bordes, Jason Weston, Ronan Collobert, Yoshua Bengio: Learning Structured Embeddings of Knowledge Bases. AAAI 2011
148Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Olivier Delalleau: On the Expressive Power of Deep Architectures. ALT 2011: 18-36
147Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Olivier Delalleau: On the Expressive Power of Deep Architectures. Discovery Science 2011: 1
146Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSalah Rifai, Grégoire Mesnil, Pascal Vincent, Xavier Muller, Yoshua Bengio, Yann Dauphin, Xavier Glorot: Higher Order Contractive Auto-Encoder. ECML/PKDD (2) 2011: 645-660
145no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAaron C. Courville, James Bergstra, Yoshua Bengio: Unsupervised Models of Images by Spikeand-Slab RBMs. ICML 2011: 1145-1152
144no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXavier Glorot, Antoine Bordes, Yoshua Bengio: Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach. ICML 2011: 513-520
143no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSalah Rifai, Pascal Vincent, Xavier Muller, Xavier Glorot, Yoshua Bengio: Contractive Auto-Encoders: Explicit Invariance During Feature Extraction. ICML 2011: 833-840
142no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYann Dauphin, Xavier Glorot, Yoshua Bengio: Large-Scale Learning of Embeddings with Reconstruction Sampling. ICML 2011: 945-952
141Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPhilippe Hamel, Simon Lemieux, Yoshua Bengio, Douglas Eck: Temporal Pooling and Multiscale Learning for Automatic Annotation and Ranking of Music Audio. ISMIR 2011: 729-734
140Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSalah Rifai, Yann Dauphin, Pascal Vincent, Yoshua Bengio, Xavier Muller: The Manifold Tangent Classifier. NIPS 2011: 2294-2302
139Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLGuillaume Desjardins, Aaron C. Courville, Yoshua Bengio: On Tracking The Partition Function. NIPS 2011: 2501-2509
138Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJames Bergstra, Rémi Bardenet, Yoshua Bengio, Balázs Kégl: Algorithms for Hyper-Parameter Optimization. NIPS 2011: 2546-2554
137Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLOlivier Delalleau, Yoshua Bengio: Shallow vs. Deep Sum-Product Networks. NIPS 2011: 666-674
136Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael I. Mandel, Razvan Pascanu, Hugo Larochelle, Yoshua Bengio: Autotagging music with conditional restricted Boltzmann machines CoRR abs/1103.2832: (2011)
135Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSalah Rifai, Xavier Glorot, Yoshua Bengio, Pascal Vincent: Adding noise to the input of a model trained with a regularized objective CoRR abs/1104.3250: (2011)
134Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSalah Rifai, Xavier Muller, Xavier Glorot, Grégoire Mesnil, Yoshua Bengio, Pascal Vincent: Learning invariant features through local space contraction CoRR abs/1104.4153: (2011)
133Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAntoine Bordes, Xavier Glorot, Jason Weston, Yoshua Bengio: Towards Open-Text Semantic Parsing via Multi-Task Learning of Structured Embeddings CoRR abs/1107.3663: (2011)
132Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJames Bergstra, Aaron C. Courville, Yoshua Bengio: The Statistical Inefficiency of Sparse Coding for Images (or, One Gabor to Rule them All) CoRR abs/1109.6638: (2011)
131Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Frédéric Bastien, Arnaud Bergeron, Nicolas Boulanger-Lewandowski, Thomas M. Breuel, Youssouf Chherawala, Moustapha Cisse, Myriam Côté, Dumitru Erhan, Jeremy Eustache, Xavier Glorot, Xavier Muller, Sylvain Pannetier Lebeuf, Razvan Pascanu, Salah Rifai, François Savard, Guillaume Sicard: Deep Learners Benefit More from Out-of-Distribution Examples. Journal of Machine Learning Research - Proceedings Track 15: 164-172 (2011)
130Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAaron C. Courville, James Bergstra, Yoshua Bengio: A Spike and Slab Restricted Boltzmann Machine. Journal of Machine Learning Research - Proceedings Track 15: 233-241 (2011)
129Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXavier Glorot, Antoine Bordes, Yoshua Bengio: Deep Sparse Rectifier Neural Networks. Journal of Machine Learning Research - Proceedings Track 15: 315-323 (2011)
128Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Discussion of "The Neural Autoregressive Distribution Estimator". Journal of Machine Learning Research - Proceedings Track 15: 38-39 (2011)
127Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJames Bergstra, Yoshua Bengio, Jérôme Louradour: Suitability of V1 Energy Models for Object Classification. Neural Computation 23(3): 774-790 (2011)
126Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLOlivier Breuleux, Yoshua Bengio, Pascal Vincent: Quickly Generating Representative Samples from an RBM-Derived Process. Neural Computation 23(8): 2058-2073 (2011)
125Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael I. Mandel, Razvan Pascanu, Douglas Eck, Yoshua Bengio, Luca Maria Aiello, Rossano Schifanella, Filippo Menczer: Contextual tag inference. TOMCCAP 7(Supplement): 32 (2011)
2010
124Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJoseph P. Turian, Lev-Arie Ratinov, Yoshua Bengio: Word Representations: A Simple and General Method for Semi-Supervised Learning. ACL 2010: 384-394
123Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael I. Mandel, Douglas Eck, Yoshua Bengio: Learning Tags that Vary Within a Song. ISMIR 2010: 399-404
122Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrédéric Bastien, Yoshua Bengio, Arnaud Bergeron, Nicolas Boulanger-Lewandowski, Thomas M. Breuel, Youssouf Chherawala, Moustapha Cisse, Myriam Côté, Dumitru Erhan, Jeremy Eustache, Xavier Glorot, Xavier Muller, Sylvain Pannetier Lebeuf, Razvan Pascanu, Salah Rifai, François Savard, Guillaume Sicard: Deep Self-Taught Learning for Handwritten Character Recognition CoRR abs/1009.3589: (2010)
121Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLGuillaume Desjardins, Aaron C. Courville, Yoshua Bengio: Adaptive Parallel Tempering for Stochastic Maximum Likelihood Learning of RBMs CoRR abs/1012.3476: (2010)
120Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Olivier Delalleau, Clarence Simard: Decision trees do not generalize to new variations. Computational Intelligence 26(4): 449-467 (2010)
119Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrançois Rivest, John Kalaska, Yoshua Bengio: Alternative time representation in dopamine models. Journal of Computational Neuroscience 28(1): 107-130 (2010)
118Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPascal Vincent, Hugo Larochelle, Isabelle Lajoie, Yoshua Bengio, Pierre-Antoine Manzagol: Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion. Journal of Machine Learning Research 11: 3371-3408 (2010)
117Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDumitru Erhan, Yoshua Bengio, Aaron C. Courville, Pierre-Antoine Manzagol, Pascal Vincent, Samy Bengio: Why Does Unsupervised Pre-training Help Deep Learning? Journal of Machine Learning Research 11: 625-660 (2010)
116Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLGuillaume Desjardins, Aaron C. Courville, Yoshua Bengio, Pascal Vincent, Olivier Delalleau: Tempered Markov Chain Monte Carlo for training of Restricted Boltzmann Machines. Journal of Machine Learning Research - Proceedings Track 9: 145-152 (2010)
115Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDumitru Erhan, Aaron C. Courville, Yoshua Bengio, Pascal Vincent: Why Does Unsupervised Pre-training Help Deep Learning? Journal of Machine Learning Research - Proceedings Track 9: 201-208 (2010)
114Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXavier Glorot, Yoshua Bengio: Understanding the difficulty of training deep feedforward neural networks. Journal of Machine Learning Research - Proceedings Track 9: 249-256 (2010)
113Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Le Roux, Yoshua Bengio: Deep Belief Networks Are Compact Universal Approximators. Neural Computation 22(8): 2192-2207 (2010)
112Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHugo Larochelle, Yoshua Bengio, Joseph P. Turian: Tractable Multivariate Binary Density Estimation and the Restricted Boltzmann Forest. Neural Computation 22(9): 2285-2307 (2010)
2009
111no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaphne Koller, Dale Schuurmans, Yoshua Bengio, Léon Bottou: Advances in Neural Information Processing Systems 21, Proceedings of the Twenty-Second Annual Conference on Neural Information Processing Systems, Vancouver, British Columbia, Canada, December 8-11, 2008 Curran Associates, Inc. 2009
110no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Dale Schuurmans, John D. Lafferty, Christopher K. I. Williams, Aron Culotta: Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, Vancouver, British Columbia, Canada. Curran Associates, Inc. 2009
109Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJoseph P. Turian, James Bergstra, Yoshua Bengio: Quadratic Features and Deep Architectures for Chunking. HLT-NAACL (Short Papers) 2009: 245-248
108Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLKay Yu, Ruslan Salakhutdinov, Yann LeCun, Geoffrey E. Hinton, Yoshua Bengio: Workshop summary: Workshop on learning feature hierarchies. ICML 2009: 165
107Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Jérôme Louradour, Ronan Collobert, Jason Weston: Curriculum learning. ICML 2009: 6
106Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAaron C. Courville, Douglas Eck, Yoshua Bengio: An Infinite Factor Model Hierarchy Via a Noisy-Or Mechanism. NIPS 2009: 405-413
105Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJames Bergstra, Yoshua Bengio: Slow, Decorrelated Features for Pretraining Complex Cell-like Networks. NIPS 2009: 99-107
104Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Learning Deep Architectures for AI. Foundations and Trends in Machine Learning 2(1): 1-127 (2009)
103Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJulie Carreau, Yoshua Bengio: A Hybrid Pareto Mixture for Conditional Asymmetric Fat-Tailed Distributions. IEEE Transactions on Neural Networks 20(7): 1087-1101 (2009)
102Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHugo Larochelle, Yoshua Bengio, Jérôme Louradour, Pascal Lamblin: Exploring Strategies for Training Deep Neural Networks. Journal of Machine Learning Research 10: 1-40 (2009)
101Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLCharles Dugas, Yoshua Bengio, François Bélisle, Claude Nadeau, René Garcia: Incorporating Functional Knowledge in Neural Networks. Journal of Machine Learning Research 10: 1239-1262 (2009)
100Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDumitru Erhan, Pierre-Antoine Manzagol, Yoshua Bengio, Samy Bengio, Pascal Vincent: The Difficulty of Training Deep Architectures and the Effect of Unsupervised Pre-Training. Journal of Machine Learning Research - Proceedings Track 5: 153-160 (2009)
99Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Olivier Delalleau: Justifying and Generalizing Contrastive Divergence. Neural Computation 21(6): 1601-1621 (2009)
2008
98no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHugo Larochelle, Dumitru Erhan, Yoshua Bengio: Zero-data Learning of New Tasks. AAAI 2008: 646-651
97Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPascal Vincent, Hugo Larochelle, Yoshua Bengio, Pierre-Antoine Manzagol: Extracting and composing robust features with denoising autoencoders. ICML 2008: 1096-1103
96Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHugo Larochelle, Yoshua Bengio: Classification using discriminative restricted Boltzmann machines. ICML 2008: 536-543
95Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Jean-Sébastien Senecal: Adaptive Importance Sampling to Accelerate Training of a Neural Probabilistic Language Model. IEEE Transactions on Neural Networks 19(4): 713-722 (2008)
94Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Le Roux, Yoshua Bengio: Representational Power of Restricted Boltzmann Machines and Deep Belief Networks. Neural Computation 20(6): 1631-1649 (2008)
93Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Neural net language models. Scholarpedia 3(1): 3881 (2008)
2007
92Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHugo Larochelle, Dumitru Erhan, Aaron C. Courville, James Bergstra, Yoshua Bengio: An empirical evaluation of deep architectures on problems with many factors of variation. ICML 2007: 473-480
91Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Chapados, Yoshua Bengio: Augmented Functional Time Series Representation and Forecasting with Gaussian Processes. NIPS 2007
90Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Le Roux, Yoshua Bengio, Pascal Lamblin, Marc Joliveau, Balázs Kégl: Learning the 2-D Topology of Images. NIPS 2007
89Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Le Roux, Pierre-Antoine Manzagol, Yoshua Bengio: Topmoumoute Online Natural Gradient Algorithm. NIPS 2007
88Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Chapados, Yoshua Bengio: Noisy K Best-Paths for Approximate Dynamic Programming with Application to Portfolio Optimization. JCP 2(1): 12-19 (2007)
87Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Le Roux, Yoshua Bengio: Continuous Neural Networks. Journal of Machine Learning Research - Proceedings Track 2: 404-411 (2007)
86Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJulie Carreau, Yoshua Bengio: A Hybrid Pareto Model for Conditional Density Estimation of Asymmetric Fat-Tail Data. Journal of Machine Learning Research - Proceedings Track 2: 51-58 (2007)
2006
85Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Chapados, Yoshua Bengio: The K Best-Paths Approach to Approximate Dynamic Programming with Application to Portfolio Optimization. Canadian Conference on AI 2006: 491-502
84Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Pascal Lamblin, Dan Popovici, Hugo Larochelle: Greedy Layer-Wise Training of Deep Networks. NIPS 2006: 153-160
83Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDumitru Erhan, Pierre-Jean L'Heureux, Shi Yi Yue, Yoshua Bengio: Collaborative Filtering on a Family of Biological Targets. Journal of Chemical Information and Modeling 46(2): 626-635 (2006)
82Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Martin Monperrus, Hugo Larochelle: Nonlocal Estimation of Manifold Structure. Neural Computation 18(10): 2509-2528 (2006)
2005
81no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYves Grandvalet, Yoshua Bengio: Semi-supervised Learning by Entropy Minimization. CAP 2005: 281-296
80Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Nicolas Le Roux, Pascal Vincent, Olivier Delalleau, Patrice Marcotte: Convex Neural Networks. NIPS 2005
79Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Hugo Larochelle, Pascal Vincent: Non-Local Manifold Parzen Windows. NIPS 2005
78Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Olivier Delalleau, Nicolas Le Roux: The Curse of Highly Variable Functions for Local Kernel Machines. NIPS 2005
2004
77Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLIndrajit Bhattacharya, Lise Getoor, Yoshua Bengio: Unsupervised Sense Disambiguation Using Bilingual Probabilistic Models. ACL 2004: 287-294
76Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrançois Rivest, Yoshua Bengio, John Kalaska: Brain Inspired Reinforcement Learning. NIPS 2004
75Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Martin Monperrus: Non-Local Manifold Tangent Learning. NIPS 2004
74Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYves Grandvalet, Yoshua Bengio: Semi-supervised Learning by Entropy Minimization. NIPS 2004
73Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Yves Grandvalet: No Unbiased Estimator of the Variance of K-Fold Cross-Validation. Journal of Machine Learning Research 5: 1089-1105 (2004)
72Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Olivier Delalleau, Nicolas Le Roux, Jean-François Paiement, Pascal Vincent, Marie Ouimet: Learning Eigenfunctions Links Spectral Embedding and Kernel PCA. Neural Computation 16(10): 2197-2219 (2004)
2003
71Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Yves Grandvalet: No Unbiased Estimator of the Variance of K-Fold Cross-Validation. NIPS 2003
70Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Jean-François Paiement, Pascal Vincent, Olivier Delalleau, Nicolas Le Roux, Marie Ouimet: Out-of-Sample Extensions for LLE, Isomap, MDS, Eigenmaps, and Spectral Clustering. NIPS 2003
69Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJoumana Ghosn, Yoshua Bengio: Bias learning, knowledge sharing. IEEE Transactions on Neural Networks 14(4): 748-765 (2003)
68Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRonan Collobert, Yoshua Bengio, Samy Bengio: Scaling Large Learning Problems with Hard Parallel Mixtures. IJPRAI 17(3): 349-365 (2003)
67Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Réjean Ducharme, Pascal Vincent, Christian Janvin: A Neural Probabilistic Language Model. Journal of Machine Learning Research 3: 1137-1155 (2003)
66Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Nicolas Chapados: Extensions to Metric-Based Model Selection. Journal of Machine Learning Research 3: 1209-1227 (2003)
65Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLClaude Nadeau, Yoshua Bengio: Inference for the Generalization Error. Machine Learning 52(3): 239-281 (2003)
2002
64Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPascal Vincent, Yoshua Bengio: Manifold Parzen Windows. NIPS 2002: 825-832
63Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRonan Collobert, Yoshua Bengio, Samy Bengio: Scaling Large Learning Problems with Hard Parallel Mixtures. SVM 2002: 8-23
62Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPascal Vincent, Yoshua Bengio: Kernel Matching Pursuit. Machine Learning 48(1-3): 165-187 (2002)
61Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Dale Schuurmans: Guest Introduction: Special Issue on New Methods for Model Selection and Model Combination. Machine Learning 48(1-3): 5-7 (2002)
60Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLOlivier Chapelle, Vladimir Vapnik, Yoshua Bengio: Model Selection for Small Sample Regression. Machine Learning 48(1-3): 9-23 (2002)
59Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLIchiro Takeuchi, Yoshua Bengio, Takafumi Kanamori: Robust Regression with Asymmetric Heavy-Tail Noise Distributions. Neural Computation 14(10): 2469-2496 (2002)
58Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRonan Collobert, Samy Bengio, Yoshua Bengio: A Parallel Mixture of SVMs for Very Large Scale Problems. Neural Computation 14(5): 1105-1114 (2002)
2001
57Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Chapados, Yoshua Bengio, Pascal Vincent, Joumana Ghosn, Charles Dugas, Ichiro Takeuchi, Linyan Meng: Estimating Car Insurance Premia: a Case Study in High-Dimensional Data Inference. NIPS 2001: 1369-1376
56Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRonan Collobert, Samy Bengio, Yoshua Bengio: A Parallel Mixture of SVMs for Very Large Scale Problems. NIPS 2001: 633-640
55Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPascal Vincent, Yoshua Bengio: K-Local Hyperplane and Convex Distance Nearest Neighbor Algorithms. NIPS 2001: 985-992
54Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNarjès Boufaden, Guy Lapalme, Yoshua Bengio: Topic Segmentation : A First Stage to Dialog-Based Information Extraction. NLPRS 2001: 273-279
53Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Vincent-Philippe Lauzon, Réjean Ducharme: Experiments on the application of IOHMMs to model financial returns series. IEEE Transactions on Neural Networks 12(1): 113-123 (2001)
52Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNicolas Chapados, Yoshua Bengio: Cost functions and model combination for VaR-based asset allocation using neural networks. IEEE Transactions on Neural Networks 12(4): 890-906 (2001)
2000
51Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Continuous Optimization of Hyper-Parameters. IJCNN (1) 2000: 305-310
50Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJoumana Ghosn, Yoshua Bengio: Bias Learning, Knowledge Sharing. IJCNN (1) 2000: 9-14
49Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPascal Vincent, Yoshua Bengio: A Neural Support Vector Network Architecture with Adaptive Kernels. IJCNN (5) 2000: 187-192
48Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Probabilistic Neural Network Models for Sequential Data. IJCNN (5) 2000: 79-84
47no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLCharles Dugas, Yoshua Bengio, François Bélisle, Claude Nadeau, René Garcia: Incorporating Second-Order Functional Knowledge for Better Option Pricing. NIPS 2000: 472-478
46no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Réjean Ducharme, Pascal Vincent: A Neural Probabilistic Language Model. NIPS 2000: 932-938
45Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSamy Bengio, Yoshua Bengio: Taking on the curse of dimensionality in joint distributions using neural networks. IEEE Trans. Neural Netw. Learning Syst. 11(3): 550-557 (2000)
44Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHolger Schwenk, Yoshua Bengio: Boosting Neural Networks. Neural Computation 12(8): 1869-1887 (2000)
43Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Gradient-Based Optimization of Hyperparameters. Neural Computation 12(8): 1889-1900 (2000)
1999
42Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSteven Pigeon, Yoshua Bengio: Binary Pseudowavelets and Applications to Bilevel Image Processing. Data Compression Conference 1999: 364-373
41Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLClaude Nadeau, Yoshua Bengio: Inference for the Generalization Error. NIPS 1999: 307-313
40Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Samy Bengio: Modeling High-Dimensional Discrete Data with Multi-Layer Neural Networks. NIPS 1999: 400-406
39Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYann LeCun, Patrick Haffner, Léon Bottou, Yoshua Bengio: Object Recognition with Gradient-Based Learning. Shape, Contour and Grouping in Computer Vision 1999: 319-
38Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSamy Bengio, Yoshua Bengio, Jacques Robert, Gilles Bélanger: Stochastic Learning of Strategic Equilibria for Auctions. Neural Computation 11(5): 1199-1209 (1999)
1998
37Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPatrick Haffner, Léon Bottou, Paul G. Howard, Patrice Simard, Yoshua Bengio, Yann LeCun: Browsing through High Quality Document Images with DjVu. ADL 1998: 309-318
36Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLLéon Bottou, Paul G. Howard, Yoshua Bengio: The Z-Coder Adaptive Binary Coder. Data Compression Conference 1998: 13-22
35Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSteven Pigeon, Yoshua Bengio: A Memory-Efficient Adaptive Huffman Coding Algorthm for Very Large Sets of Symbols. Data Compression Conference 1998: 568
34no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Francois Gingras, Bernard Goulard, Jean-Marc Lina, Keith Scott: Gaussian Mixture Densities for Classification of Nuclear Power Plant Data. Computers and Artificial Intelligence 17(2-3): (1998)
33Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLLéon Bottou, Patrick Haffner, Paul G. Howard, Patrice Simard, Yoshua Bengio, Yann LeCun: High quality document image compression with "DjVu". J. Electronic Imaging 7(3): 410-425 (1998)
1997
32Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLLéon Bottou, Yoshua Bengio, Yann LeCun: Global Training of Document Processing Systems Using Graph Transformer Networks. CVPR 1997: 489-494
31Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMazin Rahim, Yoshua Bengio, Yann LeCun: Discriminative feature and model design for automatic speech recognition. EUROSPEECH 1997
30Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHolger Schwenk, Yoshua Bengio: AdaBoosting Neural Networks: Application to on-line Character Recognition. ICANN 1997: 967-972
29no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Samy Bengio, Jean-Franc Isabelle, Yoram Singer: Shared Context Probabilistic Transducers. NIPS 1997
28no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHolger Schwenk, Yoshua Bengio: Training Methods for Adaptive Boosting of Neural Networks. NIPS 1997
27Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: Using a Financial Training Criterion Rather than a Prediction Criterion. Int. J. Neural Syst. 8(4): 433-443 (1997)
1996
26Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJoumana Ghosn, Yoshua Bengio: Multi-Task Learning for Stock Selection. NIPS 1996: 946-952
1995
25Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Francois Gingras: Recurrent Neural Networks for Missing or Asynchronous Data. NIPS 1995: 395-401
24Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSalah El Hihi, Yoshua Bengio: Hierarchical Recurrent Neural Networks for Long-Term Dependencies. NIPS 1995: 493-499
23Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Paolo Frasconi: Diffusion of Context and Credit Information in Markovian Models. J. Artif. Intell. Res. (JAIR) 3: 249-270 (1995)
22Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Yann LeCun, Craig R. Nohl, Christopher J. C. Burges: LeRec: a NN/HMM hybrid for on-line handwriting recognition. Neural Computation 7(6): 1289-1303 (1995)
21Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSamy Bengio, Yoshua Bengio, Jocelyn Cloutier: On the search for new learning rules for ANNs. Neural Processing Letters 2(4): 26-30 (1995)
1994
20no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSamy Bengio, Yoshua Bengio, Jocelyn Cloutier: Use of Genetic Programming for the Search of a New Learning Rule for Neural Networks. International Conference on Evolutionary Computation 1994: 324-327
19Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Paolo Frasconi: An Input Output HMM Architecture. NIPS 1994: 427-434
18Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Paolo Frasconi: Diffusion of Credit in Markovian Models. NIPS 1994: 553-560
17Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLLéon Bottou, Yoshua Bengio: Convergence Properties of the K-Means Algorithms. NIPS 1994: 585-592
1993
16Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Paolo Frasconi: Credit Assignment through Time: Alternatives to Backpropagation. NIPS 1993: 75-82
15Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Yann LeCun, Donnie Henderson: Globally Trained Handwritten Word Recognizer Using Spatial Representation, Convolutional Neural Networks, and Hidden Markov Models. NIPS 1993: 937-944
14no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio: A Connectionist Approach to Speech Recognition. IJPRAI 7(4): 647-667 (1993)
1992
13Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Renato de Mori, Marco Gori: Learning the dynamic nature of speech with back-propagation for sequences. Pattern Recognition Letters 13(5): 375-385 (1992)
12Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Renato de Mori, Giovanni Flammia, Ralf Kompe: Phonetically motivated acoustic parameters for continuous speech recognition using artificial neural networks. Speech Communication 11(2-3): 261-271 (1992)
1991
11Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Renato de Mori, Giovanni Flammia, Ralf Kompe: A comparative study on hybrid acoustic phonetic decoders based on artificial neural networks. EUROSPEECH 1991
10Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Renato de Mori, Giovanni Flammia, Ralf Kompe: Phonetically motivated acoustic parameters for continuous speech recognition using artificial neural networks. EUROSPEECH 1991
9Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Renato de Mori, Giovanni Flammia, Ralf Kompe: Neural Network - Gaussian Mixture Hybrid for Speech Recognition or Density Estimation. NIPS 1991: 175-182
1990
8Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Yannick Pouliot: Efficient recognition of immunoglobulin domains from amino acid sequences using a neural network. Computer Applications in the Biosciences 6(4): 319-324 (1990)
7Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPiero Cosi, Yoshua Bengio, Renato de Mori: Phonetically-based multi-layered neural networks for vowel classification. Speech Communication 9(1): 15-29 (1990)
1989
6no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRenato de Mori, Yoshua Bengio, Piero Cosi: On the Generalization Capability of Multi-Layered Networks in the Extraction of Speech Properties. IJCAI 1989: 1531-1536
5Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Renato de Mori, Régis Cardin: Speaker Independent Speech Recognition with Neural Networks and Speech Knowledge. NIPS 1989: 218-225
4Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Samy Bengio, Yannick Pouliot, Patrick Agin: A Neural Network to Detect Homologies in Proteins. NIPS 1989: 423-430
3Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Régis Cardin, Renato de Mori, Ettore Merlo: Programmable Execution of Multi-Layered Networks for Automatic Speech Recognition. Commun. ACM 32(2): 195-199 (1989)
1988
2no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRenato de Mori, Yoshua Bengio, Régis Cardin: Data-Driven Execution of Multi-Layered Networks for Automatic Speech Recognition. AAAI 1988: 734-738
1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoshua Bengio, Régis Cardin, Renato de Mori, Piero Cosi: Use of Multi-Layered Networks for Coding Speech with Phonetic Features. NIPS 1988: 224-231

Coauthor Index

1Patrick Agin [4]
2Luca Maria Aiello [125]
3Rémi Bardenet [138]
4Frédéric Bastien [122] [131]
5Gilles Bélanger [38]
6François Bélisle [47] [101]
7Samy Bengio [4] [20] [21] [29] [38] [40] [45] [56] [58] [63] [68] [100] [117]
8Arnaud Bergeron [122] [131]
9James Bergstra [92] [105] [109] [127] [130] [132] [138] [145] [152]
10Indrajit Bhattacharya [77]
11Antoine Bordes [129] [133] [144] [149] [150]
12Léon Bottou [17] [32] [33] [36] [37] [39] [111]
13Narjès Boufaden [54]
14Nicolas Boulanger-Lewandowski [122] [131]
15Thomas M. Breuel [122] [131]
16Olivier Breuleux [126]
17Christopher J. C. Burges (Chris Burges) [22]
18Régis Cardin [1] [2] [3] [5]
19Julie Carreau [86] [103]
20Nicolas Chapados [52] [57] [66] [85] [88] [91]
21Olivier Chapelle [60]
22Youssouf Chherawala [122] [131]
23Moustapha Cisse [122] [131]
24Jocelyn Cloutier [20] [21]
25Ronan Collobert [56] [58] [63] [68] [107] [149]
26Piero Cosi [1] [6] [7]
27Myriam Côté [122] [131]
28Aaron C. Courville [92] [106] [115] [116] [117] [121] [130] [132] [139] [145] [153] [155]
29Aron Culotta [110]
30Yann Dauphin [140] [142] [146]
31Olivier Delalleau [70] [72] [78] [80] [99] [116] [120] [137] [147] [148]
32Guillaume Desjardins [116] [121] [139] [153]
33Réjean Ducharme [46] [53] [67]
34Charles Dugas [47] [57] [101]
35Douglas Eck [106] [123] [125] [141]
36Dumitru Erhan [83] [92] [98] [100] [115] [117] [122] [131]
37Jeremy Eustache [122] [131]
38Giovanni Flammia [9] [10] [11] [12]
39Paolo Frasconi [16] [18] [19] [23]
40René Garcia [47] [101]
41Lise Getoor [77]
42Joumana Ghosn [26] [50] [57] [69]
43Francois Gingras [25] [34]
44Xavier Glorot [114] [122] [129] [131] [133] [134] [135] [142] [143] [144] [146] [150]
45Ian J. Goodfellow [155]
46Marco Gori [13]
47Bernard Goulard [34]
48Yves Grandvalet [71] [73] [74] [81]
49Patrick Haffner [33] [37] [39]
50Philippe Hamel [141]
51Donnie Henderson [15]
52Salah El Hihi [24]
53Geoffrey E. Hinton [108]
54Paul G. Howard [33] [36] [37]
55Jean-Franc Isabelle [29]
56Christian Janvin [67]
57Marc Joliveau [90]
58John Kalaska [76] [119]
59Takafumi Kanamori [59]
60Balázs Kégl [90] [138]
61Daphne Koller [111]
62Ralf Kompe [9] [10] [11] [12]
63Pierre-Jean L'Heureux [83]
64John D. Lafferty [110]
65Isabelle Lajoie [118]
66Pascal Lamblin [84] [90] [102]
67Guy Lapalme [54]
68Hugo Larochelle [79] [82] [84] [92] [96] [97] [98] [102] [112] [118] [136] [151]
69Vincent-Philippe Lauzon [53]
70Yann LeCun [15] [22] [31] [32] [33] [37] [39] [108]
71Sylvain Pannetier Lebeuf [122] [131]
72Simon Lemieux [141]
73Jean-Marc Lina [34]
74Jérôme Louradour [102] [107] [127]
75Michael I. Mandel [123] [125] [136] [151]
76Pierre-Antoine Manzagol [89] [97] [100] [117] [118]
77Patrice Marcotte [80]
78Filippo Menczer [125]
79Linyan Meng [57]
80Ettore Merlo [3]
81Grégoire Mesnil [134] [146]
82Martin Monperrus [75] [82]
83Renato de Mori [1] [2] [3] [5] [6] [7] [9] [10] [11] [12] [13]
84Xavier Muller [122] [131] [134] [140] [143] [146]
85Claude Nadeau [41] [47] [65] [101]
86Craig R. Nohl [22]
87Marie Ouimet [70] [72]
88Jean-François Paiement [70] [72]
89Razvan Pascanu [122] [125] [131] [136] [151]
90Steven Pigeon [35] [42]
91Dan Popovici [84]
92Yannick Pouliot [4] [8]
93Mazin Rahim [31]
94Lev-Arie Ratinov [124]
95Salah Rifai [122] [131] [134] [135] [140] [143] [146]
96François Rivest [76] [119]
97Jacques Robert [38]
98Nicolas Le Roux [70] [72] [78] [80] [87] [89] [90] [94] [113]
99Ruslan Salakhutdinov [108]
100François Savard [122] [131]
101Rossano Schifanella [125]
102Dale Schuurmans [61] [110] [111]
103Holger Schwenk [28] [30] [44]
104Keith Scott [34]
105Jean-Sébastien Senecal [95]
106Guillaume Sicard [122] [131]
107Clarence Simard [120]
108Patrice Y. Simard (Patrice Simard) [33] [37]
109Yoram Singer [29]
110Ichiro Takeuchi [57] [59]
111Joseph P. Turian [109] [112] [124]
112Vladimir Vapnik [60]
113Pascal Vincent [46] [49] [55] [57] [62] [64] [67] [70] [72] [79] [80] [97] [100] [115] [116] [117] [118] [126] [134] [135] [140] [143] [146]
114Jason Weston [107] [133] [149] [150]
115Christopher K. I. Williams [110]
116Kay Yu [108]
117Shi Yi Yue [83]

Colors in the list of coauthors

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