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All publications by Léon Bottou
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Guarantees for Approximate Incremental SVMs
Nicolas Usunier, Antoine Bordes and Léon Bottou
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


SGD-QN: Careful Quasi-Newton Stochastic Gradient Descent
Antoine Bordes, Léon Bottou and Patrick Gallinari
Journal of Machine Learning Research, 2009


Solving multiclass support vector machines with LaRank
Antoine Bordes, Léon Bottou, Patrick Gallinari and Jason Weston
Proceedings of the 24th International Conference on Machine Learning (ICML-07), 2007


The Need for Open Source Software in Machine Learning
Sören Sonnenburg, Mikio L. Braun, Cheng S. Ong, Samy Bengio, Léon Bottou, Geoffrey Holmes, Yann Lecun, Klaus-robert Müller, Fernando Pereira, Carl E. Rasmussen, Gunnar Rätsch, Bernhard Schölkopf, Pascal Vincent, Jason Weston, Robert C. Williamson and Alex J. Smola
Journal of Machine Learning Research, 2007


The Tradeoffs of Large Scale Learning
Olivier Bousquet and Léon Bottou
Advances in Neural Information Processing Systems 20, 2007


Inference with the Universum
Jason Weston, Ronan Collobert, Fabian H. Sinz, Léon Bottou and Vladimir Vapnik
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Trading convexity for scalability
Ronan Collobert, Fabian H. Sinz, Jason Weston and Léon Bottou
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Large Scale Transductive SVMs
Ronan Collobert, Fabian H. Sinz, Jason Weston and Léon Bottou
Journal of Machine Learning Research, 2006


Fast Kernel Classifiers with Online and Active Learning
Antoine Bordes, Seyda Ertekin, Jason Weston and Léon Bottou
Journal of Machine Learning Research, 2005


Breaking SVM Complexity with Cross-Training
Léon Bottou, Jason Weston and Gökhan H. Bakir
Advances in Neural Information Processing Systems 17, 2004


Parallel Support Vector Machines: The Cascade SVM
Hans P. Graf, Eric Cosatto, Léon Bottou, Igor Dourdanovic and Vladimir Vapnik
Advances in Neural Information Processing Systems 17, 2004


Geometric Clustering Using the Information Bottleneck Method
Susanne Still, William Bialek and Léon Bottou
Advances in Neural Information Processing Systems 16, 2003


Large Scale Online Learning
Léon Bottou and Yann L. Cun
Advances in Neural Information Processing Systems 16, 2003