Léon Bottou - researchr alias

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2011

Nonconvex Online Support Vector MachinesSeyda Ertekin, Léon Bottou, C. Lee Giles. pami, 33(2):368-381, 2011. [doi]

2010

Erratum: SGDQN is Less Careful than ExpectedAntoine Bordes, Léon Bottou, Patrick Gallinari, Jonathan Chang, S. Alex Smith. jmlr, 11:2229-2240, 2010. [doi]

Guarantees for Approximate Incremental SVMsNicolas Usunier, Antoine Bordes, Léon Bottou. jmlr, 9:884-891, 2010. [doi]

2009

SGD-QN: Careful Quasi-Newton Stochastic Gradient DescentAntoine Bordes, Léon Bottou, Patrick Gallinari. jmlr, 10:1737-1754, 2009. [doi]

Proceedings of the 26th Annual International Conference on Machine Learning, ICML 2009, Montreal, Quebec, Canada, June 14-18, 2009Andrea Pohoreckyj Danyluk, Léon Bottou, Michael L. Littman, editors, Volume 382 of ACM International Conference Proceeding Series, ACM, 2009.

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, 2008Daphne Koller, Dale Schuurmans, Yoshua Bengio, Léon Bottou, editors, MIT Press, 2009.

2008

Sequence Labelling SVMs Trained in One PassAntoine Bordes, Nicolas Usunier, Léon Bottou. pkdd 2008: 146-161 [doi]

2007

Solving multiclass support vector machines with LaRankAntoine Bordes, Léon Bottou, Patrick Gallinari, Jason Weston. icml 2007: 89-96 [doi]

The Tradeoffs of Large Scale LearningLéon Bottou, Olivier Bousquet. nips 2008: [doi]

Learning on the border: active learning in imbalanced data classificationSeyda Ertekin, Jian Huang 0002, Léon Bottou, C. Lee Giles. CIKM 2007: 127-136 [doi]

2006

2005

2004

2003

2002

Electronic Document Publishing Using DjVuArtem Mikheev, Luc Vincent, Michael Hawrylycz, Léon Bottou. das 2002: 480-490 [doi]

2001

2000

Vicinal Risk MinimizationOlivier Chapelle, Jason Weston, Léon Bottou, Vladimir Vapnik. nips 2001: 416-422

1999

1998

1997

Global Training of Document Processing Systems Using Graph Transformer NetworksLéon Bottou, Yoshua Bengio, Yann LeCun. cvpr 1997: 489-494 [doi]

1996

Effiicient BackPropYann LeCun, Léon Bottou, Genevieve B. Orr, Klaus-Robert Müller. nips 1998: 9-50 [doi]

1994

Convergence Properties of the K-Means AlgorithmsLéon Bottou, Yoshua Bengio. nips 1995: 585-592 [doi]

1993

Signature Verification Using A Siamese Time Delay Neural NetworkJane Bromley, James W. Bentz, Léon Bottou, Isabelle Guyon, Yann LeCun, Cliff Moore, Eduard Säckinger, Roopak Shah. ijprai, 7(4):669-688, 1993.

1991

Structural Risk Minimization for Character RecognitionIsabelle Guyon, Vladimir Vapnik, Bernhard E. Boser, Léon Bottou, Sara A. Solla. nips 1992: 471-479 [doi]

1990

Speaker-independent isolated digit recognition: Multilayer perceptrons vs. Dynamic time warpingLéon Bottou, Françoise Fogelman-Soulié, P. Blanchet, Jean-Sylvain Liénard. NN, 3(4):453-465, 1990. [doi]

A Framework for the Cooperation of Learning AlgorithmsLéon Bottou, Patrick Gallinari. nips 1991: 781-788 [doi]

1989

Experiments with time delay networks and dynamic time warping for speaker independent isolated digits recognitionLéon Bottou, Françoise Fogelman-Soulié, Pascal Blanchet, Jean-Sylvain Liénard. interspeech 1989: 2537-2540 [doi]