NEC - Department of Machine Learning

Publications: Léon Bottou

Articles and Conference Papers:

Ronan Collobert and Jason Weston and Léon Bottou and Michael Karlen and Koray Kavukcuoglu and Pavel Kuksa: Natural Language Processing (almost) from Scratch. Journal of Machine Learning (12) (2011)

Antoine Bordes and Nicolas Usunier and Léon Bottou: Sequence Labelling SVMs Trained in One Pass. Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2008 Daelemans, Walter and Goethals, Bart and Morik, Katharina (editors) (2008) (link)

Léon Bottou and Olivier Bousquet: The Tradeoffs of Large Scale Learning. Advances in Neural Information Processing Systems J.C. Platt and D. Koller and Y. Singer and S. Roweis (editors) () (2008) (link)

Léon Bottou and Olivier Bousquet: Learning Using Large Datasets. Mining Massive DataSets for Security (2008) (link)

Bottou, Léon and Lin, Chih-Jen: Support Vector Machine Solvers. Large Scale Kernel Machines Bottou, Léon and Chapelle, Olivier and DeCost (editors) (2007) (link)

Loosli, Gaëlle and Canu, Stéphane and Bottou, Léon: Training Invariant Support Vector Machines using Selective Sampling. Large Scale Kernel Machines Bottou, Léon and Chapelle, Olivier and DeCost (editors) (2007) (link)

Sonnenburg, Sören and Braun, Mikio L. and Ong, Cheng Soon and Bengio, Samy and Bottou, Léon and Holmes, Geoffrey and LeCun, Yann and Müller, Klaus-Robert and Pereira, Fernando and Rasmussen, Carl Edward, Rätsch, Gunnar and Schölkopf, Bernhard and Smola, Alexander and Vincent, Pascal and Weston, Jason and Williamson Robert: The Need for Open Source Software in Machine Learning. The Journal of Machine Learning Research (8) (2007) (link)

Collobert, Ronan and Sinz, Fabian and Weston, Jason and Bottou, Léon: Trading Convexity for Scalability. Large Scale Kernel Machines Bottou, Léon and Chapelle, Olivier and DeCost (editors) (2007) (link)

Seyda Ertekin and Jian Huang and Léon Bottou and C. Lee Giles: Learning on the Border: Active Learning in Imbalanced Data Classification. Proceedings of the 16th Conference on Information and Knowledge Management, CIKM2007 (2007) (link)

Antoine Bordes and Léon Bottou and Patrick Gallinari and Jason Weston: Solving MultiClass Support Vector Machines with LaRank. Proceedings of the 24th International Machine Learning Conference Zoubin Ghahramani (editor) (2007) (link)

Collobert, Ronan and Weston, Jason and Bottou, Léon: Trading Convexity for Scalability. Proceedings of the Twenty-third International Conference on Machine Learning (ICML 2006) (2006) (link)

Collobert, Ronan and Sinz, Fabian and Weston, Jason and Bottou, Léon: Large Scale Transductive SVMs. Journal of Machine Learning Research (7) (2006) (link)

Weston, Jason and Collobert, Ronan and Sinz, Fabian and Bottou, Léon and Vapnik, Vladimir: Inference with the Universum. Proceedings of the Twenty-third International Conference on Machine Learning (ICML 2006) (2006) (link)

Bordes, Antoine and Bottou, Léon: The Huller: a simple and efficient online SVM. Machine Learning: ECML 2005 (2005) (link)

Ning, Feng and Delhomme, Damien and LeCun, Yann and Piano, Fabio and Bottou, Léon and Barbano, Paolo Emilio: Toward Automatic Phenotyping of Developing Embryos from Videos. IEEE Transactions in Image Processing 14(9) (2005) (link)

Weston, Jason and Bordes, Antoine and Bottou, Léon: Online (and Offline) on an Even Tighter Budget. Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, January 2005, Barbados Cowell, Robert G. and Ghahramani, Zoubin (editors) (2005) (link)

Bottou, Léon and LeCun, Yann: Graph Transformer Networks for Image Recognition. Bulletin of the International Statistical Institute (ISI) (2005) (link)

Bottou, Léon and LeCun, Yann: On-line Learning for Very Large Datasets. Applied Stochastic Models in Business and Industry 21(2) (2005) (link)

Bordes, Antoine and Ertekin, Seyda and Weston, Jason and Bottou, Léon: Fast Kernel Classifiers with Online and Active Learning. Journal of Machine Learning Research (6) (2005) (link)

Graf, Hans Peter and Cosatto, Eric and Bottou, Léon and Durdanovic, Igor and Vapnik, Vladimir: Parallel Support Vector Machines: The Cascade SVM. Advances in Neural Information Processing Systems Saul, Lawrence and Weiss, Yair and Bottou, Léon (editors) (17) (2005) (link)

BakIr, Gökhan and Bottou, Léon and Weston, Jason: Breaking SVM Complexity with Cross-Training. Advances in Neural Information Processing Systems Saul, Lawrence and Weiss, Yair and Bottou, Léon (editors) (17) (2005) (link)

LeCun, Yann and Bottou, Léon and HuangFu, Jie: Learning Methods for Generic Object Recognition with Invariance to Pose and Lighting. Proc. of Computer Vision and Pattern Recognition (2004) (link)

Bottou, Léon and LeCun, Yann: Large Scale Online Learning. Advances in Neural Information Processing Systems 16 Thrun, Sebastian and Saul, Lawrence and Bernhard Schölkopf (editors) (2004) (link)

Still, Susanne and Bialek, William and Bottou, Léon: Geometric Clustering Using the Information Bottleneck Method. Advances in Neural Information Processing Systems 16 Thrun, Sebastian and Saul, Lawrence and Bernhard Schölkopf (editors) (2004) (link)

Léon Bottou: Stochastic Learning. Advanced Lectures on Machine Learning Bousquet, Olivier and von Luxburg, Ulrike (editors) (LNAI 3176) (2004) (link)

Reibman, Amy R. and Bottou, Léon and Basso, Andrea: Scalable video coding with managed drift. IEEE Transaction on Circuits and Systems for Video Technology (13) (2003) (link)

Pan, David Wendi and Basso, Andrea and Bottou, Léon: An Iterative Algorithm for Accurate Motion Estimation in Very Low Bit Rate Video Coding. Proceedings of the GSPx \& ISPC 2003 (The International Signal Processing Conference) (2003) (link)

Mikheev, Artem and Vincent, Luc and Hawrylycz, Mike and Bottou, Léon: Electronic Document Publishing using DjVu. Proceedings of the IAPR International Workshop on Document Analysis (DAS'02) (2002) (link)

Haffner, Patrick and Bottou, Léon and LeCun, Yann and Vincent, Luc: A General Segmentation Scheme for DjVu Document Compression. Proceedings of the International Symposium on Mathematical Morphology (ISMM'02) (2002) (link)

Bottou, Léon and Murata, Noboru: Stochastic Approximations and Efficient Learning. The Handbook of Brain Theory and Neural Networks, Second edition, Arbib, M. A. (editor) (2002) (link)

Bottou, Léon and Haffner, Patrick and LeCun, Yann: Conversion of Digital Documents to Multilayer Raster Formats. Proceedings of the Sixth International Conference on Document Analysis and Recognition (2001) (link)

LeCun, Y. and Bottou, L. and Erofeev, A. and Haffner, P. and Riemers, W.: DjVu document browsing with on-demand loading and rendering of image components. Internet Imaging (2001) (link)

Reibman, Amy R. and Bottou, Léon and Basso, Andrea: DCT-based scalable video coding with drift. Proceedings of International Conference on Image Processing 2001 (2001) (link)

Reibman, Amy R. and Bottou, Léon: Managing drift in DCT-based scalable video coding. Proceedings IEEE Data Compression Conference 2001 (2001) (link)

LeCun, Yann and Bottou, Léon and Haffner, Patrick and Triggs, Jeffery and Riemers, Bill and Vincent, Luc: Overview of the DjVu Document Compression Technology. Proceedings of the Symposium on Document Image Understanding Technologies (SDIUT'01) (2001) (link)

Chapelle, O. and Weston, Jason and Bottou, Léon and Vapnik, Vladimir: Vicinal Risk Minimization. Advances in Neural Information Processing Systems (13) (2000) (link)

Bottou, Léon and Haffner, Patrick and LeCun, Yann and Howard, Paul and Vincent, Pascal: DjVu: Un Système de Compression d'Images pour la Distribution Réticulaire de Documents Numérisés. Actes de la Conf\'{e}rence Internationale Francophone sur l'Ecrit et le Document (2000) (link)

Haffner, Patrick and LeCun, Yann and Bottou, Léon and Howard, Paul and Vincent, Pascal: Color Documents on the Web with DjVu. Proceedings of the International Conference on Image Processing (1) (1999) (link)

Simard, Patrice and Bottou, Léon and Haffner, Patrick and LeCun, Yann: Boxlets: a fast convolution algorithm for neural networks and signal processing. Advances in Neural Information Processing Systems (11) (1999) (link)

Haffner, P. and Bottou, L. and Howard, P. G. and LeCun, Y.: DjVu : Analyzing and Compressing Scanned Documents for Internet Distribution.. Proceedings of the International Conference on Document Analysis and Recognition. (1999) (link)

Yann LeCun and Haffner, Patrick and Bottou, Léon and Bengio, Yoshua: Object Recognition with Gradient-Based Learning. Feature Grouping Forsyth, David (editor) (1999) (link)

Haskell, Barry and Howard, Paul and LeCun, Yann and Puri, Atul and Ostermann, Joern and Civanlar, M. Reha and Rabiner, Larry and Bottou, Léon and Haffner, Patrick: Image and video coding - Emerging standards and beyond. IEEE Transaction on Circuits and Systems for Video Technology 8(7) (1998) (link)

Bottou, L. and Haffner, P. and Howard, P. G. and Simard, P. and Bengio, Y. and LeCun, Y.: High Quality Document Image Compression with DjVu. Journal of Electronic Imaging 7(3) (1998) (link)

LeCun, Yann and Bottou, Léon and Bengio, Yoshua and Haffner, Patrick: Gradient Based Learning Applied to Document Recognition. Proceedings of IEEE 86(11) (1998) (link)

Bottou, L. and Howard, P. and Bengio, Y.: The Z-Coder Adaptive Binary Coder. Proceedings IEEE Data Compression Conference 1998 (1998) (link)

Yann LeCun and Bottou, Léon and Orr, Genevieve B. and Müller, Klaus-Robert: Efficient Backprop. Neural Networks, Tricks of the Trade (1998) (link)

Haffner, Patrick and Bottou, Léon and Howard, Paul G. and Simard, Patrice and Bengio, Yoshua and LeCun, Yann: Browsing through High Quality Document Images with DjVu. Proceedings of IEEE Advances in Digital Libraries'98 (1998) (link)

Bottou, Léon: Online Algorithms and Stochastic Approximations. Online Learning and Neural Networks Saad, David (editor) (1998) (link)

LeCun, Yann and Bottou, Léon and Haffner, Patrick and Howard, Paul: DjVu: a compression method for distributing scanned documents in color over the internet. Sixth Color Imaging Conference: Color Science, Systems and Applications (1998) (link)

Bottou, L. and Pigeon, S.: Lossy Compression of Partially Masked Still Images. Proceedings of IEEE Data Compression Conference (1998) (link)

Bottou, L. and LeCun, Y. and Bengio, Y.: Global Training of Document Processing Systems using Graph Transformer Networks. Proc. of Computer Vision and Pattern Recognition (1997) (link)

Bottou, Léon: La mise en oeuvre des idées de V. N. Vapnik. Statistique et m\'{e}thodes neuronales (1997) (link)

LeCun, Y. and Bottou, L. and Bengio, Y.: Reading Checks with graph transformer networks. International Conference on Acoustics, Speech, and Signal Processing (1) (1997) (link)

LeCun, Yann and Jackel, Lawrence D. and Bottou, Léon and Cortes, Corinna and Denker, John S. and Drucker, Harris and Guyon, Isabelle and Muller, Urs A. and Sackinger, Eduard and Simard, Patrice and Vapnik, Vladimir N.: Learning Algorithms For Classification: A Comparison On Handwritten Digit Recognition. Neural Networks: The Statistical Mechanics Perspective Oh, J. H. and Kwon, C. and Cho, S. (editors) (1995) (link)

Bottou, Léon and Cortes, Corinna and Denker, John S. and Drucker, Harris and Guyon, Isabelle and Jackel, Lawrence D. and LeCun, Yann and Muller, Urs A. and Sackinger, Eduard and Simard, Patrice and Vapnik, Vladimir N.: Comparison of classifier methods: a case study in handwritten digit recognition. Proceedings of the 12th IAPR International Conference on Pattern Recognition, Conference B: Computer Vision \& Image Processing. (2) (1994) (link)

Bromley, Jame and Bentz, Jim W. and Bottou, Léon and Guyon, Isabelle and LeCun, Yann and Moore, C. and Säckinger, Eduard and Shah, Roopak: Signature Verification using a Siamese Time Delay Neural Network. International Journal of Pattern Recognition and Artificial Intelligence (7(4)) (1993) (link)

Vapnik, Vladimir N. and Bottou, Léon: Local Algorithms for Pattern Recognition and Dependencies Estimation. Neural Computation (5(6)) (1993) (link)

Bottou, Léon and Vapnik, Vladimir N.: Local Learning Algorithms. Neural Computation (4(6)) (1992) (link)

Guyon, Isabelle and Vapnik, Vladimir N. and Boser, Bernhardt E. and Bottou, Léon and Solla, Sara A.: Structural Risk Minimization for Character Recognition. Advances in Neural Information Processing Systems (4) (1992) (link)

Guyon, I. and Vapnik, V. and Boser, B. and Bottou, L. and Solla, S.A.: Capacity control in linear classifiers for pattern recognition. Proceedings of the 11th IAPR International Conference on Pattern Recognition, Conference B: Pattern Recognition Methodology and Systems (II) (1992) (link)

Bottou, Léon and Gallinari, Patrick: A unified formalism for neural net training algorithms. Proceedings of the International Joint Conference on Neural Networks (4) (1992) (link)

Matic, Nada and Guyon, Isabelle and Bottou, Léon and Denker, John S. and Vapnik, Vladimir N.: Computer Aided Cleaning of Large Databases for Character Recognition. Proceedings of the 11th IAPR International Conference on Pattern Recognition, Conference B: Pattern Recognition Methodology and Systems (II) (1992) (link)

Bottou, Léon and Gallinari, Patrick: A Framework for the Cooperation of Learning Algorithms. Advances in Neural Information Processing Systems Touretzky, D. and Lippmann, R. (editors) (3) (1991) (link)

Driancourt, Xavier and Bottou, Léon and Gallinari, Patrick: Comparison and Cooperation of Several Classifiers. Proceedings of the International Conference on Artificial Neural Networks (1991) (link)

Driancourt, Xavier and Bottou, Léon and Gallinari, Patrick: Learning Vector Quantization, Multi Layer Perceptron and Dynamic Time Warping: Comparison and Cooperation. Proceedings of the International Joint Conference on Neural Networks (1991) (link)

Bottou, Léon: Stochastic Gradient Learning in Neural Networks. Proceedings of Neuro-Nimes 91 (1991) (link)

Mejia, Carlos and Bottou, Léon and Fogelman Soulié, Françoise: Galatea: A library for connectionist applications. Proceedings of the International Neural Networks Conference, INNC'90 (1) (1990) (link)

Bottou, Léon and Fogelman Soulié, Françoise and Blanchet, Pascal and Lienard, Jean Sylvain: Speaker independent isolated digit recognition: Multilayer perceptron vs Dynamic Time Warping. Neural Networks (3) (1990) (link)

Driancourt, Xavier and Bottou, Léon: TDNN-Extracted features. Proceedings of Neuro Nimes 90 (1990) (link)

Bedworth, M.D. and Bottou, L. and Bridle, J. S. and Fallside, F. and Flynn, L. and Fogelman Soulié, F. and Ponting, K.M. and Prager, R.W.: Comparison of neural and conventional classifiers on a speech recognition problem. Proceedings of IEE 1st International Conference on Artificial Neural Networks (1989) (link)

Bottou, Léon and Fogelman Soulié, Françoise. and Blanchet, Pascal and Lienard, Jean Sylvain: Experiments with Time Delay Networks and Dynamic Time Warping for Speaker Independent Isolated Digit Recognition. Proceedings of EuroSpeech 89 (2) (1989) (link)

Bottou, Léon and LeCun, Yann: SN: A Simulator for Connectionist Models. Proceedings of NeuroNimes 88 (1988) (link)

Bottou, Léon: Reconnaissance de la parole par reseaux connexionnistes. Proceedings of Neuro Nimes 88 (1988) (link)

Tech Reports:

Bottou, Léon and LeCun, Yann and Vapnik, Vladimir: Report: Predicting Learning Curves without the Ground Truth Hypothesis. (1999) (link)

Saunders, Craig and Stitson, Mark and Weston, Jason and Bottou, Léon and Schölkopf, Bernhard and Smola, Alex: Support Vector Machine Reference Manual. University of London (CSD-TR-98-03) (1998) (link)

Bottou, Léon and Cortes, Corinna and Vapnik, Vladimir: On the Effective VC Dimension.. (bottou-effvc.ps.Z) (1994) (link)

Theses:

Bottou, Léon: Une Approche théorique de l'Apprentissage Connexionniste: Applications à la Reconnaissance de la Parole. Universit\'{e} de Paris XI (1991) (link)

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