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Nobody
Jason Weston
Ph.D.
Position: Research Scientist

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2007
Books
  • Bottou, L. and Chapelle, O. and DeCoste, D. and Weston, J. (2007). Large-Scale Kernel Machines MIT Press, Cambridge, MA, USA, 416
Articles
Contributions to books
  • G. BakIr, B. Schölkopf, J. Weston (2007). On the Pre-Image Problem in Kernel Methods In: Kernel Methods in Bioengineering, Signal and Image Processing, (Ed) G Camps-Valls and JL Rojo-Álvarez and M Martínez-Ramón, Idea Group Publishing, Hershey, PA, USA, 284-302
  • R. Collobert, F. Sinz, J. Weston, L. Bottou (2007). Trading Convexity for Scalability In: Large Scale Kernel Machines, (Ed) Bottou, L. , O. Chapelle, D. DeCoste, J. Weston, MIT Press, Cambridge, MA, USA, 275-300
  • J. Weston, GH. Bakir, O. Bousquet, T. Mann, WS. Noble, B. Schölkopf (2007). Joint Kernel Maps In: Predicting Structured Data, (Ed) GH Bakir and T Hofmann and B Schölkopf and AJ Smola and B Taskar and SVN Vishwanathan, MIT Press, Cambridge, MA, USA, 67-84, ISBN: 978-0-262-02617-8
2006
Contributions to books
Conference Papers
  • J. Weston, R. Collobert, F. Sinz, L. Bottou, V. Vapnik (2006). Inference with the Universum In: ICML 2006, (Ed) Cohen, W. W., A. Moore, Proceedings of the 23rd International Conference on Machine Learning (ICML 2006), ACM Press, New York, NY, USA, 1009-1016, 23rd International Conference on Machine Learning
  • R. Collobert, F. Sinz, J. Weston, L. Bottou (2006). Trading Convexity for Scalability In: ICML 2006, (Ed) Cohen, W. W., A. Moore, Proceedings of the 23rd International Conference on Machine Learning (ICML 2006), ACM Press, Association for Computing Machinery, New York, NY, USA, 201-208, 23rd International Conference on Machine Learning
Articles
2005
Articles
  • Weston, J. and Leslie, CS. and Ie, E. and Zhou, D. and Elisseeff, A. and Noble, WS. (2005). Semi-supervised protein classification using cluster kernels Bioinformatics, 21, (15), 3241-3247
Conference Papers
  • J. Weston, B. Schölkopf, O. Bousquet (2005). Joint Kernel Maps In: Proceedings of the 8th InternationalWork-Conference on Artificial Neural Networks, (Ed) J Cabestany and A Prieto and F Sandoval, Proceedings of the 8th International Work-Conference on Artificial Neural Networks (Computational Intelligence and Bioinspired System), LNCS 3512, Springer-Verlag, Berlin Heidelberg, Germany, 176-191, IWANN 2005
  • GH. Bakir, L. Bottou, J. Weston (2005). Breaking SVM Complexity with Cross-Training In: Advances in Neural Information Processing Systems 17, (Ed) Saul, L.K. , Y. Weiss, L. Bottou, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 81-88, ISBN: 0-262-19534-8, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004)
2004
Articles
Conference Papers
  • D. Zhou, J. Weston, A. Gretton, O. Bousquet, B. Schölkopf (2004). Ranking on Data Manifolds In: Advances in neural information processing systems 16, (Ed) S Thrun and L Saul and B Schölkopf, Advances in Neural Information Processing Systems, MIT Press, Max Planck Institute for Biological Cybernetics, Cambridge, MA, USA, 169-176, ISBN: 0-262-20152-6, 17th Annual Conference on Neural Information Processing Systems (NIPS 2003)
  • J. Eichhorn, AS. Tolias, A. Zien, M. Kuss, CE. Rasmussen, J. Weston, NK. Logothetis, B. Schölkopf (2004). Prediction on Spike Data Using Kernel Algorithms In: Advances in Neural Information Processing Systems 16, (Ed) S Thrun and LK Saul and B Schölkopf, Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, MIT Press, Cambridge, MA, USA, 1367-1374, ISBN: 0-262-20152-6, 17th Annual Conference on Neural Information Processing Systems (NIPS 2003)
  • D. Zhou, O. Bousquet, TN. Lal, J. Weston, B. Schölkopf (2004). Learning with Local and Global Consistency In: Advances in Neural Information Processing Systems 16, (Ed) S Thrun and LK Saul and B Schölkopf, Advances in Neural Information Processing Systems, MIT Press, Max Planck Institute for Biological Cybernetics, Cambridge, MA, USA, 321-328, ISBN: 0-262-20152-6, 17th Annual Conference on Neural Information Processing Systems (NIPS 2003)
  • J. Weston, C. Leslie, D. Zhou, A. Elisseeff, WS. Noble (2004). Semi-Supervised Protein Classification using Cluster Kernels In: Advances in Neural Information Processing Systems 16, (Ed) Thrun, S., L.K. Saul, B. Schölkopf, Advances in Neural Information Processing Systems, MIT Press, MPI, Tuebingen, Germany, Cambridge, MA, USA, 595-602, ISBN: 0-262-20152-6, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003)
  • GH. Bakir, J. Weston, B. Schölkopf (2004). Learning to Find Pre-Images In: Advances in Neural Information Processing Systems 16, (Ed) S Thrun and LK Saul and B Schölkopf, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 449-456, ISBN: 0-262-20152-6, 17th Annual Conference on Neural Information Processing Systems (NIPS 2003)
Technical Reports
  • Weston, J. and Bakir, GH. (2004). Fast Binary and Multi-Output Reduced Set Selection
2003
Articles
Technical Reports
Conference Papers
  • Chapelle, O. and Schölkopf, B. and Weston, J. (2003). Semi-Supervised Learning through Principal Directions Estimation ICML Workshop, The Continuum from Labeled to Unlabeled Data in Machine Learning & Data Mining, 7 pages, ICML 2003 Workshop: The Continuum from Labeled to Unlabeled Data in Machine Learning & Data Mining
  • J. Weston, O. Chapelle, A. Elisseeff, B. Schölkopf, V. Vapnik (2003). Kernel Dependency Estimation In: Advances in Neural Information Processing Systems 15, (Ed) S Becker and S Thrun and K Obermayer, MIT Press, Cambridge, MA, USA, 873-880, ISBN: 0-262-02550-7, 16th Annual Conference on Neural Information Processing Systems (NIPS 2002)
  • C. Leslie, E. Eskin, J. Weston, WS. Noble (2003). Mismatch String Kernels for SVM Protein Classification In: Advances in Neural Information Processing Systems 15, (Ed) Becker, S. , S. Thrun, K. Obermayer, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 1417-1424, ISBN: 0-262-02550-7, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002)
  • O. Chapelle, J. Weston, B. Schölkopf (2003). Cluster Kernels for Semi-Supervised Learning In: Advances in Neural Information Processing Systems 15, (Ed) S Becker and S Thrun and K Obermayer, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 585-592, ISBN: 0-262-02550-7, 16th Annual Conference on Neural Information Processing Systems (NIPS 2002)
Contributions to books
  • F. Perez-Cruz, J. Weston, DJL. Herrmann, B. Schölkopf (2003). Extension of the nu-SVM range for classification In: Advances in Learning Theory: Methods, Models and Applications, NATO Science Series III: Computer and Systems Sciences, Vol. 190, (Ed) J Suykens and G Horvath and S Basu and C Micchelli and J Vandewalle, 190, IOS Press, Amsterdam, 179-196
  • B. Schölkopf, I. Guyon, J. Weston (2003). Statistical Learning and Kernel Methods in Bioinformatics In: Artificial Intelligence and Heuristic Methods in Bioinformatics, (Ed) P Frasconi und R Shamir, 183, IOS Press, Amsterdam, The Netherlands, 1-21
2002
Conference Papers
  • B. Schölkopf, J. Weston, E. Eskin, C. Leslie, WS. Noble (2002). A kernel approach for learning from almost orthogonal patterns In: Principles of Data Mining and Knowledge Discovery, Lecture Notes in Computer Science, (Ed) T Elomaa and H Mannila and H Toivonen, 13th European Conference on Machine Learning (ECML 2002) and 6th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD’2002), Helsinki, 2430/2431, Springer, Berlin, Germany, 511-528, 13th European Conference on Machine Learning (ECML 2002) and 6th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD’2002)
Technical Reports
  • Weston, J. and Perez-Cruz, F. and Bousquet, O. and Chapelle, O. and Elisseeff, A. and Schölkopf, B. (2002). Feature Selection and Transduction for Prediction of Molecular Bioactivity for Drug Design
2001
Conference Papers
  • Chapelle, O. and Weston, J. and Bottou, L. and Vapnik, V. (2001). Vicinal Risk Minimization In: Advances in Neural Information Processing Systems 13, (Ed) Leen, T.K. , T.G. Dietterich, V. Tresp, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 416-422, ISBN: 0-262-12241-3, Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000)
  • Weston, J. and Mukherjee, S. and Chapelle, O. and Pontil, M. and Poggio, T. and Vapnik, V. (2001). Feature Selection for SVMs In: Advances in Neural Information Processing Systems 13, (Ed) Leen, T.K. , T.G. Dietterich, V. Tresp, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 668-674, ISBN: 0-262-12241-3, Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000)
Technical Reports
  • Weston, J. and Elisseeff, A. and Schölkopf, B. (2001). Use of the ell_0-norm with linear models and kernel methods Biowulf Technologies
  • Weston, J. and Perez-Cruz, F. and Bousquet, O. and Chapelle, O. and Elisseeff, A. and Schölkopf, B. (2001). KDD Cup 2001 data analysis: prediction of molecular bioactivity for drug design – Binding to Thrombin BIOwulf
  • Weston, J. and Chapelle, O. and Guyon, I. (2001). Data cleaning algorithms with applications to micro-array experiments Biowulf
2000
Conference Papers
  • Chapelle, O. and Vapnik, V. and Weston, J. (2000). Transductive Inference for Estimating Values of Functions In: Advances in Neural Information Processing Systems 12, (Ed) Solla, S.A. , T.K. Leen, K-R Müller, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 421-427, ISBN: 0-262-19450-3, Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999)
  • Mika, S. and Rätsch, G. and Weston, J. and Schölkopf, B. and Smola, AJ. and Müller, K-R. (2000). Invariant feature extraction and classification in kernel spaces In: Advances in neural information processing systems 12, (Ed) SA Solla and TK Leen and K-R Müller, Advances in Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, 526-532, ISBN: 0-262-19450-3, 13th Annual Neural Information Processing Systems Conference (NIPS 1999)
1999
Conference Papers
  • Mika, S. and Rätsch, G. and Weston, J. and Schölkopf, B. and Müller, K-R. (1999). Fisher discriminant analysis with kernels In: Proceedings of the 1999 IEEE Signal Processing Society Workshop, (Ed) Y-H Hu and J Larsen and E Wilson and S Douglas, Neural Networks for Signal Processing, 9, IEEE, 41-48, Neural Networks for Signal Processing IX
1998
Technical Reports
  • Saunders, C. and Stitson, MO. and Weston, J. and Bottou, L. and Schölkopf, B. and Smola, AJ. (1998). Support Vector Machine Reference Manual Department of Computer Science, Royal Holloway, University of London