Samy Bengio

Co-Authors
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Alexander Toshev
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Alexey Kurakin
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Andrew M. Dai
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Andrew Rabinovich
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Azalia Mirhoseini
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Benoit Steiner
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Chuck Rosenberg
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Ciprian Chelba
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Congcong Li
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Daisy Stanton
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Dale Schuurmans
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David Sussillo
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Douglas Eck
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Dumitru Erhan
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Eugene Ie
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Fernando Pereira
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Gal Chechik
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Georg Heigold
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Greg Corrado
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Hartmut Neven
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Hartwig Adam
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Hugo Larochelle
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Ian Goodfellow
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Ignacio Lopez Moreno
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Irwan Bello
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Jascha Sohl-dickstein
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Jeffrey Dean
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Jianmin Chen
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Jonathon Shlens
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Joonseok Lee
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Kevin P. Murphy
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Lukasz Kaiser
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Manjunath Kudlur
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Maya Gupta
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Mike Schuster
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Mohammad Norouzi
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Moritz Hardt
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Nan Ding
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Nan Du
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Ofir Nachum
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Oriol Vinyals
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Philippe Hamel
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Quoc V. Le
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RJ Skerry-Ryan
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Rajat Monga
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Richard F. Lyon
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Rif A. Saurous
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Rob Clark
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Ron J. Weiss
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Seungyeon Kim
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Thomas C. Walters
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Yang Li
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Yang Song
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Yangqing Jia
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Yannis Agiomyrgiannakis
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Ying Xiao
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Yonghui Wu
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Yoram Singer
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Yuxuan Wang
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Zhen Li
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Zhifeng Chen
He is the general chair for Neural Information Processing Systems (NIPS) 2018, the main conference venue for machine learning, was the program chair for NIPS in 2017, is action editor of the Journal of Machine Learning Research and on the editorial board of the Machine Learning Journal, was program chair of the International Conference on Learning Representations (ICLR 2015, 2016), general chair of BayLearn (2012-2015) and the Workshops on Machine Learning for Multimodal Interactions (MLMI'2004-2006), as well as the IEEE Workshop on Neural Networks for Signal Processing (NNSP'2002), and on the program committee of several international conferences such as NIPS, ICML, ICLR, ECML and IJCAI. More information can be found on his website.
Google Publications
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ON USING BACKPROPAGATION FOR SPEECH TEXTURE GENERATION AND VOICE CONVERSION
Jan Chorowski, Ron J. Weiss, Rif A. Saurous, Samy Bengio
ICASSP (2018)
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Time-Dependent Representation for Neural Event Sequence Prediction
ICLR (2018)
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Adversarial Machine Learning at Scale
Alexey Kurakin, Ian J. Goodfellow, Samy Bengio
ICLR (2017)
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Adversarial examples in the physical world
Alexey Kurakin, Ian Goodfellow, Samy Bengio
ICLR Workshop (2017)
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Context-aware Captions from Context-agnostic Supervision
Shanmukha Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik
CVPR (2017)
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Density estimation using Real NVP
Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio
ICLR (2017)
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Device Placement Optimization with Reinforcement Learning
Azalia Mirhoseini, Hieu Pham, Quoc Le, Mohammad Norouzi, Samy Bengio, Benoit Steiner, Yuefeng Zhou, Naveen Kumar, Rasmus Larsen, Jeff Dean
ICML (2017)
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Learning to Remember Rare Events
Lukasz Kaiser, Ofir Nachum, Aurko Roy, Samy Bengio
ICLR (2017)
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N-gram Language Modeling using Recurrent Neural Network Estimation
Ciprian Chelba, Mohammad Norouzi, Samy Bengio
ArXiv, Google (2017)
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Neural Combinatorial Optimization with Reinforcement Learning
Irwan Bello, Hieu Pham, Quoc V. Le, Mohammad Norouzi, Samy Bengio
ICLR Workshop (2017)
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Sharp Minima Can Generalize For Deep Nets
Laurent Dinh, Razvan Pascanu, Samy Bengio, Yoshua Bengio
ICML (2017)
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Tacotron: Towards End-to-End Speech Synthesis
Yuxuan Wang, RJ Skerry-Ryan, Daisy Stanton, Yonghui Wu, Ron J. Weiss, Navdeep Jaitly, Zongheng Yang, Ying Xiao, Zhifeng Chen, Samy Bengio, Quoc Le, Yannis Agiomyrgiannakis, Rob Clark, Rif A. Saurous
Interspeech (2017)
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Understanding deep learning requires rethinking generalization
Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals
ICLR (2017)
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Navdeep Jaitly, David Sussillo, Quoc V. Le, Oriol Vinyals, Ilya Sutskever, Samy Bengio
NIPS 2016 (2016)
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An Online Sequence-to-Sequence Model Using Partial Conditioning
Navdeep Jaitly, Quoc V. Le, Oriol Vinyals, Samy Bengio
ARXIV (2016)
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Can Active Memory Replace Attention?
Google (2016)
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Density Estimation using Real NVP
Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio
arXiv preprint (2016)
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End-to-End Text-Dependent Speaker Verification
Georg Heigold, Ignacio Moreno, Samy Bengio, Noam M. Shazeer
International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE (2016)
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Generating Sentences from a Continuous Space
Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, Andrew M. Dai, Rafal Jozefowicz, Samy Bengio
CoNLL (2016)
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LLORMA: Local Low-Rank Matrix Approximation
Joonseok Lee, Seungyeon Kim, Guy Lebanon, Yoram Singer, Samy Bengio
Journal of Machine Learning Research (JMLR), vol. 17 (2016), pp. 1-24
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Order matters: Sequence to sequence for sets
Oriol Vinyals, Samy Bengio, Manjunath Kudlur
International Conference on Learning Representations (ICLR) (2016)
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Revisiting Distributed Synchronous SGD
Jianmin Chen, Rajat Monga, Samy Bengio, Rafal Jozefowicz
International Conference on Learning Representations Workshop Track (2016)
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Reward Augmented Maximum Likelihood for Neural Structured Prediction
Mohammad Norouzi, Samy Bengio, Zhifeng Chen, Navdeep Jaitly, Mike Schuster, Yonghui Wu, Dale Schuurmans
NIPS (2016)
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Learning semantic relationships for better action retrieval in images
Vignesh Ramanathan, Congcong Li, Jia Deng, Wei Han, Zhen Li, Kunlong Gu, Yang Song, Samy Bengio, Chuck Rosenberg, Li Fei-Fei
CVPR (2015)
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Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks
Samy Bengio, Oriol Vinyals, Navdeep Jaitly, Noam M. Shazeer
Advances in Neural Information Processing Systems, NIPS (2015)
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Show and tell: A neural image caption generator
Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan
Computer Vision and Pattern Recognition (2015)
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Large-Scale Object Classification Using Label Relation Graphs
Jia Deng, Nan Ding, Yangqing Jia, Andrea Frome, Kevin Murphy, Samy Bengio, Yuan Li, Hartmut Neven, Hartwig Adam
European Conference on Computer Vision (2014)
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Joonseok Lee, Samy Bengio, Seungyeon Kim, Guy Lebanon, Yoram Singer
Proceedings of the 23rd International World Wide Web Conference (WWW), ACM (2014)
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Training Highly Multi-class Linear Classifiers
Maya R. Gupta, Samy Bengio, Jason Weston
Journal Machine Learning Research (JMLR) (2014), 1461-−1492
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Word Embeddings for Speech Recognition
Proceedings of the 15th Conference of the International Speech Communication Association, Interspeech (2014)
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Zero-Shot Learning by Convex Combination of Semantic Embeddings
Mohammad Norouzi, Tomas Mikolov, Samy Bengio, Yoram Singer, Jonathon Shlens, Andrea Frome, Greg Corrado, Jeffrey Dean
International Conference on Learning Representations (2014)
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DeViSE: A Deep Visual-Semantic Embedding Model
Andrea Frome, Greg Corrado, Jonathon Shlens, Samy Bengio, Jeffrey Dean, Marc’Aurelio Ranzato, Tomas Mikolov
Neural Information Processing Systems (NIPS) (2013)
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Efficient Learning of Sparse Ranking Functions
Mark Stevens, Samy Bengio, Yoram Singer
Empirical Inference, Springer (2013)
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Guest editors' introduction: Special section on learning deep architectures
Samy Bengio, Li Deng, Hugo Larochelle, Honglak Lee, Ruslan Salakhutdinov
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 35 (2013), pp. 1795-1797
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PRIME: Probabilistic Initial 3D Model Generation for Single-Particle Cryo-Electron Microscopy
Hans Elmlund, Dominika Elmlund, Samy Bengio
Structure, vol. 21 (2013), pp. 1299-1306
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Using Web Co-occurrence Statistics for Improving Image Categorization
Samy Bengio, Jeffrey Dean, Dumitru Erhan, Eugene Ie, Quoc Le, Andrew Rabinovich, Jonathon Shlens, Yoram Singer
arXiv (2013)
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Large Scale Visual Semantic Extraction
Frontiers of Engineering - Reports on Leading-Edge Engineering from the 2011 Symposium, The National Academies Press, Washington, D.C. (2012), pp. 61-68
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Large-Scale Music Annotation and Retrieval: Learning to Rank in Joint Semantic Spaces.
Jason Weston, Samy Bengio, Philippe Hamel
Journal of New Music Research (2011)
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Wsabie: Scaling Up To Large Vocabulary Image Annotation
Jason Weston, Samy Bengio, Nicolas Usunier
Proceedings of the International Joint Conference on Artificial Intelligence, IJCAI (2011)
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Label Embedding Trees for Large Multi-Class Tasks
Samy Bengio, Jason Weston, David Grangier
Neural Information Processing Systems (NIPS) (2010)
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Large Scale Image Annotation: Learning to Rank with Joint Word-Image Embeddings
Jason Weston, Samy Bengio, Nicolas Usunier
European Conference on Machine Learning (2010)
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Large Scale Online Learning of Image Similarity Through Ranking
Gal Chechik, Varun Sharma, Uri Shalit, Samy Bengio
Journal of Machine Learning Research, JMLR (2010), pp. 1109-1135
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Large scale image annotation: learning to rank with joint word-image embeddings
Jason Weston, Samy Bengio, Nicolas Usunier
Machine Learning, vol. 81, Issue 1 (2010), pp. 21
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Sound Retrieval and Ranking Using Sparse Auditory Representations
Richard F Lyon, Martin Rehn, Samy Bengio, Thomas C. Walters, Gal Chechik
Neural Computation, vol. 22 (2010), pp. 2390-2416
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Why does Unsupervised Pre-training Help Deep Learning?
Dumitru Erhan, Yoshua Bengio, Aaron Courville, Pierre-Antoine Manzagol, Pascal Vincent, Samy Bengio
Journal of Machine Learning Research (2010), pp. 625-660
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An Online Algorithm for Large Scale Image Similarity Learning
Gal Chechik, Varun Sharma, Uri Shalit, Samy Bengio
Advances in Neural Information Processing Systems (2009)
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Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods
Joseph Keshet, Samy Bengio
Wiley (2009)
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Discriminative Keyword Spotting
David Grangier, Joseph Keshet, Samy Bengio
Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods, Wiley (2009)
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Discriminative Keyword Spotting
Joseph Keshet, David Grangier, Samy Bengio
Speech Communication (2009), pp. 317-329
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Group Sparse Coding
Samy Bengio, Fernando Pereira, Yoram Singer, Dennis Strelow
Advances in Neural Information Processing Systems (2009)
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Introduction
Samy Bengio, Joseph Keshet
Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods, Wiley (2009)
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Kernel Based Text-Independnent Speaker Verification
Johnny Mariethoz, Yves Grandvalet, Samy Bengio
Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods, Wiley (2009)
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Large Scale Online Learning of Image Similarity Through Ranking: Extended Abstract
Gal Chechik, Varun Sharma, Uri Shalit, Samy Bengio
4th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA (2009)
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Jean-Francois Paiement, Yves Grandvalet, Samy Bengio
Connection Science, vol. 21 (2009), pp. 253-272
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Probabilistic Models for Melodic Prediction
Jean-Francois Paiement, Samy Bengio, Douglas Eck
Artificial Intelligence Journal, vol. 173 (2009), pp. 1266-1274
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Sound Ranking Using Auditory Sparse-Code Representations
Martin Rehn, Richard F. Lyon, Samy Bengio, Thomas C. Walters, Gal Chechik
ICML 2009 Workshop on Sparse Method for Music Audio
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The Difficulty of Training Deep Architectures and the Effect of Unsupervised Pre-Training
Dumitru Erhan, Pierre-Antoine Manzagol, Yoshua Bengio, Samy Bengio, Pascal Vincent
Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS), JMLR Workshop and Conference Procedings (2009), pp. 153-160
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A Discriminative Kernel-based Approach to Retrieval Images from Text Queries
David Grangier, Samy Bengio
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30 (2008), pp. 1371-1384
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Jean-Francois Paiement, Yves Grandvalet, Samy Bengio, Douglas Eck
International Conference on Machine Learning (ICML) (2008)
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A Generative Model for Rhythms
Jean-Francois Paiement, Samy Bengio, Yves Grandvalet, Doug Eck
Neural Information Processing Systems, Workshop on Brain, Music and Cognition (2008)
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Delay Learning and Polychronization for Reservoir Computing
Hélène Paugam-Moisy, Régis Martinez, Samy Bengio
Neurocomputing, vol. 71 (2008), pp. 1143-1158
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Large Scale Content-Based Audio Retrieval from Text Queries
Gal Chechik, Eugene Ie, Martin Rehn, Samy Bengio, Richard F. Lyon
ACM International Conference on Multimedia Information Retrieval (MIR), ACM (2008)
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A Generative Model for Distance Patterns in Music
Jean-Francois Paiement, Yves Grandvalet, Samy Bengio, Douglas Eck
NIPS Workshop on Music, Brain and Cognition (2007)
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Biometric Person Authentication IS A Multiple Classifier Problem
Samy Bengio, Johnny Mariéthoz
7th International Workshop on Multiple Classifier Systems (2007)
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Learning the Inter-frame Distance for Discriminative Template-based Keyword Detection
David Grangier, Samy Bengio
Proceedings of the International Conference Interspeech-Eurospeech (2007)
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The Need for Open Source Software in Machine Learning
Soren Sonnenburg, Mikio L. Braun, Cheng Soon Ong, Samy Bengio, Leon Bottou, Geoff Holmes, Yann LeCun, Klaus-Robert Mueller, Fernando Pereira, Carl-Edward Rasmussen, Gunnar Raetsch, Bernhard Schoelkopf, Alexander Smola, Pascal Vincent, Jason Weston, Robert C. Williamson
Journal of Machine Learning Research, vol. 8 (2007), pp. 2443-2466
Previous Publications
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A Kernel Trick For Sequences Applied to Text-Independent Speaker Verification Systems
J. Mariéthoz, S. Bengio
Pattern Recognition, vol. 40 (2007)
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A supervised learning approach based on STDP and polychronization in spiking neuron networks
H. Paugam-Moisy, R. Martinez, S. Bengio
European Symposium on Artificial Neural Networks, ESANN (2007)
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Discriminative Keyword Spotting
J. Keshet, D. Grangier, S. Bengio
ISCA Research Workshop on Non Linear Speech Processing, NOLISP (2007)
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Estimating the Confidence Interval of Expected Performance Curve in Biometric Authentication Using Joint Bootstrap
N. Poh, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2007)
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Machine Learning for Multimodal Interaction: Third International Workshop, MLMI'2006
S. Renals, S. Bengio, J. G. Fiscus
Springer-Verlag (2007)
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Performance Generalization in Biometric Authentication Using Joint User-Specific and Sample Bootstraps
N. Poh, A. Martin, S. Bengio
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 29 (2007)
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A Discriminative Approach for the Retrieval of Images from Text Queries
D. Grangier, F. Monay, S. Bengio
European Conference on Machine Learning, ECML, Lecture Notes in Computer Science, Springer-Verlag (2006)
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A Discriminative Approach for the Retrieval of Images from Text Queries
D. Grangier, S. Bengio
IDIAP (2006)
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A Max Kernel For Text-Independent Speaker Verification Systems
J. Mariéthoz, S. Bengio
Second Workshop on Multimodal User Authentication, MMUA (2006)
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A Multitask Learning Approach to Document Representation using Unlabeled Data
M. Keller, S. Bengio
IDIAP (2006)
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A Neural Network to Retrieve Images from Text Queries
D. Grangier, S. Bengio
Proceedings of the 16th International Conference on Artificial Neural Networks: Biological Inspirations, ICANN, Lecture Notes in Computer Science, Springer-Verlag (2006)
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Chimeric Users to Construct Fusion Classifiers in Biometric Authentication Tasks: An Investigation
N. Poh, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2006)
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Database, Protocol and Tools for Evaluating Score-Level Fusion Algorithms in Biometric Authentication
N. Poh, S. Bengio
Pattern Recognition, vol. 39 (2006), pp. 223-233
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Discriminative Kernel-Based Phoneme Sequence Recognition
J. Keshet, S. Shalev-Shwartz, S. Bengio, Y. Singer, D. Chazan
Proceedings of the International Conference on Spoken Language Processing, Interspeech-ICSLP (2006)
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Graph-Based Invariant Manifolds for Invariant Pattern Recognition with Kernel Methods
A. Pozdnoukhov, S. Bengio
International Conference on Pattern Recognition, ICPR (2006)
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Invariances in Kernel Methods: From Samples to Objects
A. Pozdnoukhov, S. Bengio
Pattern Recognition Letters, vol. 27 (2006), pp. 1087-1097
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Investigating Lexical Substitution Scoring for Subtitle Generation
O. Glickman, I. Dagan, M. Keller, S. Bengio, W. Daelemans
Tenth Conference on Computational Natural Language Learning, CONLL (2006)
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Learning to Retrieve Images from Text Queries with a Discriminative Model
D. Grangier, F. Monay, S. Bengio
International Workshop on Adaptive Multimedia Retrieval, AMR (2006)
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Machine Learning for Multimodal Interaction: Second International Workshop, MLMI'2005
S. Renals, S. Bengio
Springer-Verlag (2006)
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Measuring the Performance of Face Localization Systems
Y. Rodriguez, F. Cardinaux, S. Bengio, J. Mariéthoz
Image and Vision Computing, vol. 24 (2006), pp. 882-893
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Modeling Individual and Group Actions in Meetings With Layered HMMs
D. Zhang, D. Gatica-Perez, S. Bengio, I. McCowan
IEEE Transactions on Multimedia, vol. 8 (2006), pp. 509-520
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Modeling Interactions from Email Communication
D. Zhang, D. Gatica-Perez, D. Roy, S. Bengio
IEEE International Conference on Multimedia & Expo, ICME (2006)
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On Transforming Statistical Models for Non-Frontal Face Verification
C. Sanderson, S. Bengio, Y. Gao
Pattern Recognition, vol. 39 (2006), pp. 288-302
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Posterior Based Keyword Spotting with A Priori Thresholds
H. Ketabdar, J. Vepa, S. Bengio, H. Bourlard
Proceedings of the International Conference on Spoken Language Processing, Interspeech-ICSLP (2006)
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Probabilistic Melodic Harmonization
J.-F. Paiement, D. Eck, S. Bengio
Advances in Artificial Intelligence: 19th Conference of the Canadian Society for Computational Studies of Intelligence, Canadian AI, Lecture Notes in Computer Science, Springer-Verlag (2006), pp. 218-229
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Revisiting Doddington's Zoo: A Systematic Method to Assess User-dependent Variabilities
N. Poh, S. Bengio, A. Ross
Second Workshop on Multimodal User Authentication, MMUA (2006)
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Semi-Supervised Kernel Methods for Regression Estimation
A. Pozdnoukhov, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2006)
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User Authentication via Adapted Statistical Models of Face Images
F. Cardinaux, C. Sanderson, S. Bengio
IEEE Transactions on Signal Processing, vol. 54 (2006), pp. 361-373
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Using More Informative Posterior Probabilities for Speech Recognition
H. Ketabdar, J. Vepa, S. Bengio, H. Bourlard
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2006)
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Writer Identification for Smart Meeting Room Systems
M. Liwicki, A. Schlapbach, H. Bunke, S. Bengio, J. Mariéthoz, J. Richiardi
Document Analysis Systems VII: 7th International Workshop, DAS, Lecture Notes in Computer Science, Springer-Verlag (2006), pp. 186-195
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A Discriminative Decoder for the Recognition of Phoneme Sequences
D. Grangier, S. Bengio
IDIAP (2005)
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A Graphical Model for Chord Progressions Embedded in a Psychoacoustic Space
J.-F. Paiement, D. Eck, S. Bengio, D. Barber
International Conference on Machine Learning, ICML (2005)
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A Kernel Classifier for Distributions
A. Pozdnoukhov, S. Bengio
IDIAP (2005)
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A Neural Network for Text Representation
M. Keller, S. Bengio
Proceedings of the 15th International Conference on Artificial Neural Networks: Biological Inspirations, ICANN, Lecture Notes in Computer Science, Springer-Verlag (2005), pp. 667-672
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A Novel Approach to Combining Client-Dependent and Confidence Information in Multimodal Biometrics
N. Poh, S. Bengio
5th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2005), pp. 1120-1129
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A Probabilistic Interpretation of SVMs with an Application to Unbalanced Classification
Y. Grandvalet, J. Mariéthoz, S. Bengio
Advances in Neural Information Processing Systems, NIPS 18, MIT Press (2005)
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A Probabilistic Model for Chord Progressions
J.-F. Paiement, D. Eck, S. Bengio
International Conference on Music Information Retrieval, ISMIR (2005)
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A Score-Level Fusion Benchmark Database For Biometric Authentication
N. Poh, S. Bengio
5th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2005), pp. 474-483
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A Unified Framework for Score Normalization Techniques Applied to Text Independent Speaker Verification
J. Mariéthoz, S. Bengio
IEEE Signal Processing Letters, vol. 12 (2005), pp. 532-535
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Automatic Analysis of Multimodal Group Actions in Meetings
I. McCowan, D. Gatica-Perez, S. Bengio, G. Lathoud, M. Barnard, D. Zhang
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 27 (2005), pp. 305-317
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Benchmarking Non-Parametric Statistical Tests
M. Keller, S. Bengio, S. Y. Wong
Advances in Neural Information Processing Systems, NIPS 18, MIT Press (2005)
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Boosting Word Error Rates
C. Dimitrakakis, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2005), pp. 501-504
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Can Chimeric Persons Be Used in Multimodal Biometric Authentication Experiments?
N. Poh, S. Bengio
Machine Learning for Multimodal Interactions: Second International Workshop, MLMI, Springer-Verlag (2005)
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Can a Professional Imitator Fool a GMM-Based Speaker Verification System?
J. Mariéthoz, S. Bengio
IDIAP (2005)
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Detecting Group Interest-level in Meetings
D. Gatica-Perez, I. McCowan, D. Zhang, Samy Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2005), pp. 489-492
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Developing and Enhancing Posterior Based Speech Recognition Systems
H. Ketabdar, J. Vepa, S. Bengio, H. Bourlard
Proceedings of the 9th European Conference on Speech Communication and Technology, Eurospeech-Interspeech (2005)
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EER of Fixed and Trainable Fusion Classifiers: A Theoretical Study with Application to Biometric Authentication Tasks
N. Poh, S. Bengio
6th International Workshop on Multiple Classifier Systems, MCS, Lecture Notes in Computer Science, Springer-Verlag (2005), pp. 74-85
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Exploiting Hyperlinks to Learn a Retrieval Model
D. Grangier, S. Bengio
Proceedings of the NIPS 2005 Workshop on Learning to Rank
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Extracting Information from Multimedia Meeting Collections
D. Gatica-Perez, D. Zhang, S. Bengio
7th ACM SIGMM International Workshop on Multimedia Information Retrieval, MIR (2005)
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F-ratio Client-Dependent Normalisation for Biometric Authentication Tasks
N. Poh, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2005), pp. 721-724
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Gradient-Based Estimates of Return Distributions
C. Dimitrakakis, S. Bengio
PASCAL Workshop on Principled Methods of Trading Exploration and Exploitation (2005)
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Hierarchical Multi-Stream Posterior Based Speech Recognition System
H. Ketabdar, H. Bourlard, S. Bengio
Machine Learning for Multimodal Interactions: Second International Workshop, MLMI, Lecture Notes in Computer Science (2005)
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How Do Correlation and Variance of Base Classifiers Affect Fusion in Biometric Authentication Tasks?
N. Poh, S. Bengio
IEEE Transactions on Signal Processing, vol. 53 (2005), pp. 4384-4396
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Improving Fusion with Margin-Derived Confidence In Biometric Authentication Tasks
N. Poh, S. Bengio
5th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2005), pp. 1059-1068
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Improving Kernel Classifiers for Object Categorization Problems
A. Pozdnoukhov, S. Bengio
International Conference on Machine Learning, ICML, Workshop on Learning with Partially Classified Training Data (2005)
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Inferring Document Similarity from Hyperlinks
D. Grangier, S. Bengio
Proceedings of the Conference on Information and Knowledge Management, CIKM (2005)
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Joint Training of Multi-Stream HMMs
IDIAP (2005)
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Kernel Matching Pursuit for Large Datasets
V. Popovici, S. Bengio, J.-P. Thiran
Pattern Recognition, vol. 38 (2005), pp. 2385-2390
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Learning Influence Among Interacting Markov Chains
D. Zhang, D. Gatica-Perez, S. Bengio, D. Roy
Advances in Neural Information Processing Systems, NIPS 18, MIT Press (2005)
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Machine Learning for Multimodal Interaction: First International Workshop, MLMI'2004
S. Bengio, H. Bourlard
Springer-Verlag (2005)
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Machine Learning for automatic environmental mapping: when and how?
N. Gilardi, S. Bengio
Automatic mapping algorithms for routine and emergency monitoring data. Report on the Spatial Interpolation Comparison (SIC2004) exercise, Office for Official Publications of the European Communities, Luxembourg (2005), pp. 123-138
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Modeling Interactions from Email Communication
D. Zhang, D. Gatica-Perez, D. Roy, S. Bengio
IDIAP (2005)
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Multi Channel Sequence Processing
S. Bengio, H. Bourlard
Deterministic and Statistical Methods in Machine Learning: First International Workshop, Lecture Notes in Artificial Intelligence, Springer-Verlag (2005), pp. 22-36
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On Accuracy/Robustness/Complexity Trade-Offs in Face Verification
C. Sanderson, F. Cardinaux, S. Bengio
IEEE International Conference on Information Technology and Applications, ICITA (2005), pp. 638-643
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Online Adaptive Policies for Ensemble Classifiers
C. Dimitrakakis, S. Bengio
Neurocomputing, vol. 64 (2005), pp. 211-221
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Semi-supervised Adapted HMMs for Unusual Event Detection
D. Zhang, D. Gatica-Perez, S. Bengio, I. McCowan
IEEE Conference on Computer Vision and Pattern Recognition, CVPR (2005)
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Semi-supervised Meeting Event Recognition with Adapted HMMs
D. Zhang, D. Gatica-Perez, S. Bengio, I. McCowan
IEEE International Conference on Multimedia Expo, ICME (2005), pp. 611-618
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The Expected Performance Curve
S. Bengio, J. Mariéthoz, M. Keller
International Conference on Machine Learning, ICML, Workshop on ROC Analysis in Machine Learning (2005)
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A Gentle Hessian for Efficient Gradient Descent
R. Collobert, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2004), pp. 517-520
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A Statistical Significance Test for Person Authentication
S. Bengio, J. Mariéthoz
Proceedings of Odyssey 2004: The Speaker and Language Recognition Workshop
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Boosting HMMs with an application to speech recognition
C. Dimitrakakis, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2004), pp. 621-624
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Estimates of Parameter Distributions for Optimal Action Selection
C. Dimitrakakis, S. Bengio
IDIAP (2004)
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Estimating the Quality of Face Localization for Face Verification
Y. Rodriguez, F. Cardinaux, S. Bengio, J. Mariéthoz
IEEE International Conference on Image Processing, ICIP (2004), pp. 581-584
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Evaluation of Formant-Like Features for Automatic Speech Recognition
F. de Wet, K. Weber, L. Boves, B. Cranen, S. Bengio, H. Bourlard
Journal of the Acoustical Society of America (JASA), vol. 116 (2004), pp. 1781-1792
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Extrapolating Single View Face Models for Multi-View Recognition
C. Sanderson, S. Bengio
International Conference on Intelligente Sensors, Sensor Networks and Information Processings, ISSNIP (2004), pp. 581-586
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Face Authentication Competition on the BANCA Database
K. Messer, J. Kittler, M. Sadeghi, M. Hamouz, A. Kostin, S. Marcel, S. Bengio, F. Cardinaux, C. Sanderson, N. Poh, Y. Rodriguez, K. Kryszczuk, J. Czyz, L. Vandendorpe, J. Ng, H. Cheung, B. Tang
International Conference on Biometric Authentication, ICBA, Lecture Notes in Computer Science, Springer-Verlag (2004), pp. 8-15
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Face Authentication Test on the BANCA Database
K. Messer, J. Kittler, M. Sadeghi, M. Hamouz, A. Kostin, F. Cardinaux, S. Marcel, S. Bengio, C. Sanderson, N. Poh, Y. Rodriguez, J. Czyz, L. Vandendorpe, C. McCool, S. Lowther, S. Sridharan, V. Chandran, R. P. Palacios, E. Vidal, L. Bai, L. Shen, Y. Wang, C. Yueh-Hsuan, L. Hsien-Chang, H. Yi-Ping, A. Heinrichs, M. Muller, A. Tewes, C. von der Malsburg, R. Wurtz, Z. Wang, F. Xue, Y. Ma, Q. Yang, C. Fang, X. Ding, S. Lucey, R. Goss, H. Schneiderman
International Conference on Pattern Recognition, ICPR (2004), pp. 523-532
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Face Verification Using Adapted Generative Models
F. Cardinaux, C. Sanderson, S. Bengio
International Conference on Automatic Face and Gesture Recognition, FG (2004), pp. 825-830
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HMM and IOHMM Modeling of EEG Rhythms for Asynchronous BCI Systems
S. Chiappa, S. Bengio
European Symposium on Artificial Neural Networks, ESANN (2004)
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Joint Decoding for Phoneme-Grapheme Continuous Speech Recognition
M. Magimai Doss, S. Bengio, H. Bourlard
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2004), pp. 177-180
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Links Between Perceptrons, MLPs and SVMs
R. Collobert, S. Bengio
International Conference on Machine Learning, ICML (2004)
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Modeling Individual and Group Actions in Meetings: a Two-Layer HMM Framework
D. Zhang, D. Gatica-Perez, S. Bengio, I. McCowan, G. Lathoud
IEEE Workshop on Event Mining at the Conference on Computer Vision and Pattern Recognition, CVPR (2004)
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Multimodal Group Action Clustering in Meetings
D. Zhang, D. Gatica-Perez, S. Bengio, I. McCowan, G. Lathoud
ACM Multimedia Workshop on Video Surveillance and Sensor Networks (2004)
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Multimodal Speech Processing Using Asynchronous Hidden Markov Models
Information Fusion, vol. 5 (2004), pp. 81-89
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Noise-Robust Multi-Stream Fusion for Text-Independent Speaker Authentication
N. Poh, S. Bengio
Proceedings of Odyssey 2004: The Speaker and Language Recognition Workshop
-
Offline Recognition of Unconstrained Handwritten Texts Using HMMs and Statistical Language Models
A. Vinciarelli, S. Bengio, H. Bunke
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 26 (2004), pp. 709-720
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Online Policy Adaptation for Ensemble Classifiers
C. Dimitrakakis, S. Bengio
European Symposium on Artificial Neural Networks, ESANN (2004)
-
Sequence Classification with Input-Output Hidden Markov Models
S. Chiappa, S. Bengio
IDIAP (2004)
-
Significance Tests for Bizarre Measures in 2-Class Classification Tasks
M. Keller, J. Mariéthoz, S. Bengio
IDIAP (2004)
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Spectral Subband Centroids as Complementary Features for Speaker Authentication
N. Poh, C. Sanderson, S. Bengio
International Conference on Biometric Authentication, ICBA, Lecture Notes in Computer Science, Springer-Verlag (2004), pp. 631-639
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Statistical Transformation Techniques for Face Verification using Faces Rotated in Depth
C. Sanderson, S. Bengio
IDIAP (2004)
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Statistical Transformations of Frontal Models for Non-Frontal Face Verification
C. Sanderson, S. Bengio
IEEE International Conference on Image Processing, ICIP (2004), pp. 585-588
-
Tangent Vector Kernels for Invariant Image Classification with SVMs
A. Pozdnoukhov, S. Bengio
International Conference on Pattern Recognition, ICPR (2004), pp. 486-489
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The Expected Performance Curve: a New Assessment Measure for Person Authentication
S. Bengio, J. Mariéthoz
Proceedings of Odyssey 2004: The Speaker and Language Recognition Workshop
-
Theme Topic Mixture Model: A Graphical Model for Document Representation
M. Keller, S. Bengio
PASCAL Workshop on Learning Methods for Text Understanding and Mining (2004)
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Towards Computer Understanding of Human Interactions
I. McCowan, D. Gatica-Perez, S. Bengio, D. Moore, H. Bourlard
Machine Learning for Multimodal Interaction: First International Workshop, MLMI, Lecture Notes in Computer Science, Springer-Verlag (2004), pp. 56-75
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Towards Predicting Optimal Subsets of Base Classifiers in Biometric Authentication Tasks
N. Poh, S. Bengio
Machine Learning for Multimodal Interactions: First International Workshop, MLMI, Lecture Notes in Computer Science, Springer-Verlag (2004), pp. 159-172
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Towards using hierarchical posteriors for flexible automatic speech recognition systems
H. Bourlard, S. Bengio, M. Magimai Doss, Q. Zhu, B. Mesot, N. Morgan
Proceedings of the DARPA EARS (Effective, Affordable, Reusable, Speech-to-text) Rich Transcription (RT'04) Workshop (2004)
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Why Do Multi-Stream, Multi-Band and Multi-Modal Approaches Work on Biometric User Authentication Tasks?
N. Poh, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2004), pp. 893-896
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A New Margin-Based Criterion for Efficient Gradient Descent
R. Collobert, S. Bengio
IDIAP (2003)
-
An Alternative To Silence Removal For Text-Independent Speaker Verification
J. Mariéthoz, S. Bengio
IDIAP (2003)
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An Asynchronous Hidden Markov Model for Audio-Visual Speech Recognition
Advances in Neural Information Processing Systems, NIPS 15, MIT Press (2003), pp. 1237-1244
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Augmenting Frontal Face Models for Non-Frontal Verification
C. Sanderson, S. Bengio
IEEE Multimodal User Authentication Workshop (2003)
-
Client Dependent GMM-SVM Models for Speaker Verification
Q. Le, S. Bengio
International Conference on Artificial Neural Networks, ICANN/ICONIP, Lecture Notes in Computer Science, Springer Verlag (2003), pp. 443-451
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Comparison of four machine learning algorithms for spatial data analysis
N. Gilardi, S. Bengio
Mapping radioactivity in the environment - Spatial Interpolation Comparison 97, Office for Official Publications of the European Communities, Luxembourg (2003), pp. 222-237
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Face Verification Competition on the XM2VTS Database
K. Messer, J. Kittler, M. Sadeghi, S. Marcel, C. Marcel, S. Bengio, F. Cardinaux, C. Sanderson, J. Czyz, L. Vandendorpe, S. Srisuk, M. Petrou, W. Kurutach, A. Kadyrov, R. Paredes, B. Kepenekci, F. B. Tek, G. B. Akar, F. Deravi, N. Mavity
4th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2003), pp. 964-974
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From Samples to Objects in Kernel Methods
A. Pozdnoukhov, S. Bengio
IDIAP (2003)
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Improving Face Authentication Using Virtual Samples
N. Poh, S. Marcel, S. Bengio
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2003), pp. 233-236
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Meeting Data Collection Specifications
I. McCowan, D. Gatica-Perez, S. Bengio
IDIAP (2003)
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Modeling Human Interaction in Meetings
I. McCowan, S. Bengio, D. Gatica-Perez, G. Lathoud, F. Monay, D. Moore, P. Wellner, H. Bourlard
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2003), pp. 748-751
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Multi-Modal Audio-Visual Event Recognition for Football Analysis
M. Barnard, J.-M. Odobez, S. Bengio
IEEE Workshop on Neural Networks for Signal Processing, NNSP (2003), pp. 469-478
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Multimodal Authentication using Asynchronous HMMs
4th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2003), pp. 770-777
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Non-Linear Variance Reduction Techniques in Biometric Authentication
N. Poh, S. Bengio
IEEE Multimodal User Authentication Workshop (2003)
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Offline Recognition of Large Vocabulary Cursive Handwritten Text
A. Vinciarelli, S. Bengio, H. Bunke
International Conference on Document Analysis and Recognition, ICDAR (2003), pp. 1101-1105
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On Automatic Annotation of Meeting Databases
D. Gatica-Perez, I. McCowan, M. Barnard, S. Bengio, H. Bourlard
IEEE International Conference on Image Processing, ICIP (2003), pp. 629-632
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Phoneme-Grapheme Based Speech Recognition System
M. Magimai Doss, T. A. Stephenson, H. Bourlard, S. Bengio
IEEE Automatic Speech Recognition and Understanding Workshop, ASRU (2003), pp. 94-98
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Robust Features for Frontal Authentication in Difficult Image Conditions
C. Sanderson, S. Bengio
4th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2003), pp. 495-504
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Robust Speech Recognition and Feature Extraction Using HMM2
K. Weber, S. Ikbal, S. Bengio, H. Bourlard
Computer, Speech and Language, vol. 17 (2003), pp. 195-211
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Scalability Analysis of Audio-Visual Person Identity Verification
J. Czyz, S. Bengio, C. Marcel, L. Vandendorpe
4th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2003), pp. 752-760
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Scaling Large Learning Problems with Hard Parallel Mixtures
R. Collobert, Y. Bengio, S. Bengio
International Journal on Pattern Recognition and Artificial Intelligence (IJPRAI), vol. 17 (2003), pp. 349-365
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Speech & Face Based Biometric Authentication at IDIAP
C. Sanderson, S. Bengio, H. Bourlard, J. Mariéthoz, R. Collobert, M.F. BenZeghiba, F. Cardinaux, S. Marcel
International Conference on Multimedia and Expo, ICME (2003), pp. 1-4
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Textual Data Representation
M. Keller, S. Bengio
IDIAP (2003)
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The BANCA Database and Evaluation Protocol
E. Bailly-Baillière, S. Bengio, F. Bimbot, M. Hamouz, J. Kittler, J. Mariéthoz, J. Matas, K. Messer, V. Popovici, F. Porée, B. Ruiz, J.-P. Thiran
4th International Conference on Audio- and Video-Based Biometric Person Authentication, AVBPA, Lecture Notes in Computer Science, Springer-Verlag (2003), pp. 625-638
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Towards Computer Understanding of Human Interactions
I. McCowan, D. Gatica-Perez, S. Bengio, D. Moore, H. Bourlard
Ambient Intelligence, Lecture Notes in Computer Science, Springer-Verlag, Eindhoven (2003), pp. 235-251
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Towards Robust and Adaptive Speech Recognition Models
H. Bourlard, S. Bengio, K. Weber
Mathematical Foundations of Speech and Language Processing, Springer-Verlag (2003), pp. 169-189
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Variance Reduction Techniques in Biometric Authentication
N. Poh, S. Bengio
IDIAP (2003)
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A Comparative Study of Adaptation Methods for Speaker Verification
J. Mariéthoz, S. Bengio
Proceedings of the International Conference on Spoken Language Processing, ICSLP (2002)
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A Multi-sample Multi-source Model for Biometric Authentication
N. Poh, S. Bengio, J. Korczak
IEEE Workshop on Neural Networks for Signal Processing, NNSP (2002), pp. 375-384
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A Parallel Mixture of SVMs for Very Large Scale Problems
R. Collobert, S. Bengio, Y. Bengio
Neural Computation, vol. 14 (2002), pp. 1105-1114
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A Parallel Mixture of SVMs for Very Large Scale Problems
R. Collobert, S. Bengio, Y. Bengio
Advances in Neural Information Processing Systems, NIPS 14, MIT Press (2002), pp. 633-640
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A State-of-the-art Neural Network for Robust Face Verification
S. Marcel, C. Marcel, S. Bengio
COST275 Workshop on the advent of Biometrics on the Internet (2002)
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Conditional Gaussian Mixture Models for Environmental Risk Mapping
N. Gilardi, S. Bengio, M. Kanevski
IEEE Workshop on Neural Networks for Signal Processing, NNSP (2002), pp. 777-786
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Confidence Measures for Multimodal Identity Verification
S. Bengio, C. Marcel, S. Marcel, J. Mariéthoz
Information Fusion, vol. 3 (2002), pp. 267-276
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Evaluation of Formant-Like Features for ASR
K. Weber, F. de Wet, B. Cranen, L. Boves, S. Bengio, H. Bourlard
Proceedings of the International Conference on Spoken Language Processing, ICSLP (2002)
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Hidden Markov Models and other Finite State Automata for Sequence Processing
H. Bourlard, S. Bengio
The Handbook of Brain Theory and Neural Networks, Second Edition, The MIT Press (2002)
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Hybrid generative-discriminative models for speech and speaker recognition
Q. Le, S. Bengio
IDIAP (2002)
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Improving Face Verification using Skin Color Information
S. Marcel, S. Bengio
Proceedings of the 16th International Conference on Pattern Recognition, ICPR, IEEE Computer Society Press (2002), pp. 11-15
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Increasing Speech Recognition Noise Robustness with HMM2
K. Weber, S. Bengio, H. Bourlard
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2002), pp. 929-932
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Offline Cursive Word Recognition using Continuous Density Hidden Markov Models trained with PCA or ICA Features
A. Vinciarelli, S. Bengio
Proceedings of the 16th International Conference on Pattern Recognition, ICPR, IEEE Computer Society Press (2002), pp. 81-84
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Proceedings of the Twelfth IEEE Workshop on Neural Networks for Signal Processing (NNSP)
H. Bourlard, T. Adali, S. Bengio, J. Larsen, S. Douglas
IEEE Press (2002)
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Scaling Large Learning Problems with Hard Parallel Mixtures
R. Collobert, Y. Bengio, S. Bengio
International Workshop on Pattern Recognition with Support Vector Machines, SVM, Lecture Notes in Computer Science, Springer-Verlag (2002), pp. 8-23
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The BANCA Database and Experimental Protocol for Speaker Verification
F. Porée, J. Mariéthoz, S. Bengio, F. Bimbot
IDIAP (2002)
-
Torch: a modular machine learning software library
R. Collobert, S. Bengio, J. Mariéthoz
IDIAP (2002)
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Transforming the Feature Vectors to Improve HMM Based Cursive Word Recognition Systems
A. Vinciarelli, S. Bengio
IDIAP (2002)
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Writer adaptation techniques in HMM based Off-Line Cursive Script Recognition
A. Vinciarelli, S. Bengio
Pattern Recognition Letters, vol. 23 (2002), pp. 905-916
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Writer adaptation techniques in HMM based Off-Line Cursive Script Recognition
A. Vinciarelli, S. Bengio
Proceedings of the 8th International Conference on Frontiers in Handwriting Recognition (2002), pp. 287-291
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A Pragmatic View of the Application of HMM2 for ASR
K. Weber, S. Bengio, H. Bourlard
IDIAP (2001)
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Comparison of Client Model Adaptation Schemes
S. Bengio, J. Mariéthoz
IDIAP (2001)
-
Evaluation of Biometric Technology on XM2VTS
S. Bengio, J. Mariéthoz, S. Marcel
IDIAP (2001)
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HMM2- Extraction of Formant Features and their Use for Robust ASR
K. Weber, S. Bengio, H. Bourlard
Proceedings of the European Conference on Speech Communication and Technology, EUROSPEECH (2001)
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Learning the Decision Function for Speaker Verification
S. Bengio, J. Mariéthoz
IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP (2001), pp. 425-428
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New Approaches Towards Robust and Adaptive Speech Recognition
H. Bourlard, S. Bengio, K. Weber
Advances in Neural Information Processing Systems, NIPS 13, MIT Press (2001), pp. 751-757
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SVMTorch: Support Vector Machines for Large-Scale Regression Problems
R. Collobert, S. Bengio
Journal of Machine Learning Research, vol. 1 (2001), pp. 143-160
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Speech Recognition Using Advanced HMM2 Features
K. Weber, S. Bengio, H. Bourlard
Proceedings of the Automatic Speech Recognition and Understanding Workshop, ASRU (2001), pp. 65-68
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The use of predictive models of breeding bird assemblages for assessing and monitoring forest bird diversity
J.-L. DesGranges, P. Agin, S. Bengio
Criteria and Indicators for Sustainable Forest Management at the Forest Management Unit Level, European Forest Institute Proceedings (2001), pp. 181-200
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An EM Algorithm for HMMs with Emission Distributions Represented by HMMs
S. Bengio, H. Bourlard, K. Weber
IDIAP, Martigny, Switzerland (2000)
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Automatic Speech Recognition using Dynamic Bayesian Networks with both Acoustic and Articulatory Variables
T. A. Stephenson, H. Bourlard, S. Bengio, A. C. Morris
Proceedings of the International Conference on Speech and Language Processing, ICSLP, Beijing, China (2000)
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HMM2- A novel approach to HMM emission probability estimation
K. Weber, S. Bengio, H. Bourlard
Proceedings of the International Conference on Speech and Language Processing, ICSLP, Beijing, China (2000)
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Local Machine Learning Models for Spatial Data Analysis
N. Gilardi, S. Bengio
Journal of Geographic Information and Decision Analysis, vol. 4 (2000), pp. 11-28
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Modeling High-Dimensional Discrete Data with Multi-Layer Neural Networks
Y. Bengio, S. Bengio
Advances in Neural Information Processing Systems, NIPS 12, MIT Press (2000), pp. 400-406
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On the Convergence of SVMTorch, an Algorithm for Large-Scale Regression Problems
R. Collobert, S. Bengio
IDIAP, Martigny, Switzerland (2000)
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Support Vector Machines for Large-Scale Regression Problems
R. Collobert, S. Bengio
IDIAP, Martigny, Switzerland (2000)
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Taking on the Curse of Dimensionality in Joint Distributions Using Neural Networks
S. Bengio, Y. Bengio
IEEE Transaction on Neural Networks, special issue on data mining and knowledge discovery, vol. 11 (2000), pp. 550-557
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Stochastic Learning of Strategic Equilibria for Auctions
S. Bengio, Y. Bengio, J. Robert, G. Bélanger
Neural Computation, vol. 11 (1999), pp. 1199-1209
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Dynamical resource reservation schemes in an ATM network using neural network-based traffic prediction
S. Bengio, F. Clerot, A. Gravey, D. Collobert
Proceedings of the IFIP Fifth International Workshop on Performance Modelling and Evaluation of ATM Networks, Kluwer B. V. (1997)
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On the Optimization of a Synaptic Learning Rule
S. Bengio, Y. Bengio, J. Cloutier, J. Gecsei
Optimality in Biological and Artificial Networks?, Lawrence Erlbaum Associates (1997), pp. 265-287
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Shared Context Probabilistic Transducers
Yoshua Bengio, Samy Bengio, Jean-Francois Isabelle, Yoram Singer
Advances in Neural Information Processing Systems, NIPS 10 (1997)
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An EM Algorithm for Asynchronous Input/Output Hidden Markov Models
S. Bengio, Y. Bengio
Proceedings of the International Conference on Neural Information Processing, ICONIP, Hong Kong (1996)
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On the Prediction of Solar Activity Using Different Neural Network Models
F. Fessant, S. Bengio, D. Collobert
Annales Geophysicae, vol. 14 (1996), pp. 20-26
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The Vehicle Routing Problem with Time Windows - Part II: Genetic Search
J.-Y. Potvin, S. Bengio
INFORMS Journal on Computing, vol. 8 (1996), pp. 165-172
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Training Asynchronous Input/Output Hidden Markov Models
Y. Bengio, S. Bengio
AAAI Spring Symposium on Computational Issues in Learning Models of Dynamical Systems (1996)
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Use of Modular Architectures for Time Series Prediction
S. Bengio, F. Fessant, D. Collobert
Neural Processing Letters, vol. 3 (1996), pp. 101-106
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Utilisation de techniques de prédiction neuromimétiques pour la négotiation dynamique des paramètres de contrat de trafic dans un réseau ATM
A. Gravey, S. Bengio, D. Collobert, F. Clerot
France Telecom CNET, Lannion, France (1996)
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A Connectionist System for Medium-Term Horizon Time Series Prediction
S. Bengio, F. Fessant, D. Collobert
International Workshop on Applications of Neural Networks to Telecommunications, IWANNT, Stockholm, Sweden (1995)
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On the Search for New Learning Rules for ANNs
S. Bengio, Y. Bengio, J. Cloutier
Neural Processing Letters, vol. 2 (1995), pp. 26-30
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A Genetic based Heuristic for the Vehicle Routing Problem with Time Windows
J.-Y. Potvin, S. Bengio
Centre de Recherche sur les Transports, Université de Montréal (1994)
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Use of Genetic Programming for the Search of a New Learning Rule for Neural Networks
S. Bengio, Y. Bengio, J. Cloutier
Proceedings of the First Conference on Evolutionary Computation, IEEE World Congress on Computational Intelligence (1994), pp. 324-327
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Generalization of a Parametric Learning Rule
S. Bengio, Y. Bengio, J. Cloutier, J. Gecsei
Proceedings of the International Conference on Artificial Neural Networks, ICANN'93, Springer-Verlag, Amsterdam, Nederlands (1993), pp. 502-502
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Aspects théoriques de l'optimisation d'une règle d'apprentissage
S. Bengio, Y. Bengio, J. Cloutier, J. Gecsei
Actes de la conférence Neuro-Nîmes 1992, Nîmes, France
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On the Optimization of a Synaptic Learning rule
S. Bengio, Y. Bengio, J. Cloutier, J. Gecsei
Conference on Optimality in Biological and Artificial Networks, Dallas, USA (1992)
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Learning a Synaptic Learning Rule
Y. Bengio, S. Bengio, J. Cloutier
Proceedings of the International Joint Conference on Neural Networks, IJCNN, Seattle, USA (1991), pp. 969-974
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Secure Implementation of Identification Systems
S. Bengio, G. Brassard, Y. Desmedt, C. Goutier, J.-J. Quisquater
Journal of Cryptology, vol. 4 (1991), pp. 175-183
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A Neural Network to Detect Homologies in Proteins
Y. Bengio, S. Bengio, Y. Pouliot, P. Agin
Advances in Neural Information Processing Systems, NIPS 2, Morgan Kaufmann, San Mateo, CA, USA (1990)
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Learning a Synaptic Learning Rule
Y. Bengio, S. Bengio
Département d'Informatique et de Recherche Opérationnelle, Université de Montréal, Montreal (QC) Canada (1990)
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Integrating Traditional and Intelligent Computerized Tutoring
S. Bengio, C. Frasson, J. Gecsei
Fourth International Symposium on Computer and Information Sciences, Cesme, Turkey (1989)
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Utilisation de systèmes d'EAO dans des systèmes d'EIAO
S. Bengio, C. Frasson, J. Gecsei
Sixième Symposium Canadien sur la Technologie Pédagogique, Halifax, Canada (1989)
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Special Uses and Abuses of the Fiat-Shamir Passport Protocol
Y. Desmedt, C. Goutier, S. Bengio
Advances in Cryptology, Crypto, Lecture Notes in Computer Science, Springer Verlag, Santa Barbara, USA (1988), pp. 21-39
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Utilisation d'EAO dans des systèmes d'EIAO
S. Bengio, C. Frasson
Département d'Informatique et de Recherche Opérationnelle, Montreal (QC) Canada (1988)
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Aspects and Importance of Secure Implementations of Identification Systems
S. Bengio, G. Brassard, Y. Desmedt, C. Goutier, J.-J. Quisquater
Philips Research Laboratory, Brussel, Belgium (1987)