Publications of J Weston
All genres
Journal Article (9)
1.
Journal Article
7, pp. 1687 - 1712 (2006)
Large Scale Transductive SVMs. The Journal of Machine Learning Research 2.
Journal Article
21 (15), pp. 3241 - 3247 (2005)
Semi-supervised protein classification using cluster kernels. Bioinformatics 3.
Journal Article
51 (6), pp. 1003 - 1010 (2004)
Support Vector Channel Selection in BCI. IEEE Transactions on Biomedical Engineering 4.
Journal Article
20 (4), pp. 467 - 476 (2004)
Mismatch string kernels for discriminative protein classification. Bioinformatics 5.
Journal Article
101 (17), pp. 6559 - 6563 (2004)
Protein ranking: from local to global structure in the protein similarity network. Proceedings of the National Academy of Sciences of the United States of America 6.
Journal Article
55 (2), pp. 391 - 408 (2003)
Dealing with large Diagonals in Kernel Matrices. Annals of the Institute of Statistical Mathematics 7.
Journal Article
25 (5), pp. 623 - 628 (2003)
Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature spaces. IEEE Transactions on Pattern Analysis and Machine Intelligence 8.
Journal Article
19 (6), pp. 764 - 771 (2003)
Feature selection and transduction for prediction of molecular bioactivity for drug design. Bioinformatics 9.
Journal Article
3, pp. 1439 - 1461 (2003)
Use of the Zero-Norm with Linear Models and Kernel Methods. The Journal of Machine Learning Research Book (1)
10.
Book
Large-Scale Kernel Machines. MIT Press, Cambridge, MA, USA (2007), 396 pp.
Book Chapter (4)
11.
Book Chapter
Bakır, G.; Hofmann, T.; Schölkopf, B.; Smola, A.; Taskar, B. et al.). MIT Press, Cambridge, MA, USA (2007)
Joint Kernel Maps. In: Predicting Structured Data, pp. 67 - 84 (Eds. 12.
Book Chapter
Chapelle, O.; DeCoste, D.; Weston, J.). MIT Press, Cambridge, MA, USA (2007)
Trading Convexity for Scalability. In: Large Scale Kernel Machines, pp. 275 - 300 (Eds. Bottou, L.; 13.
Book Chapter
On the Pre-Image Problem in Kernel Methods. In: Kernel Methods in Bioengineering, Signal and Image Processing, pp. 284 - 302 (Eds. Camps-Valls, G.; Rojo-Álvarez, J.; Martínez-Ramón, M.). Idea Group Publishing, Hershey, PA, USA (2007)
14.
Book Chapter
Embedded methods. In: Feature Extraction: Foundations and Applications, pp. 137 - 165 (Eds. Guyon, I.; Gunn, S.; Nikravesh, M.; Zadeh, L.). Springer, Berlin, Germany (2006)
Conference Paper (22)
15.
Conference Paper
Trading Convexity for Scalability. In: ICML '06: Proceedings of the 23rd International Conference on Machine Learning, pp. 201 - 208 (Eds. Cohen, W.; Moore, A.). 23rd International Conference on Machine Learning (ICML 2006), Pittsburgh, PA, USA, June 25, 2006 - June 29, 2006. ACM Press, New York, NY, USA (2006)
16.
Conference Paper
Inference with the Universum. In: ICML '06: Proceedings of the 23rd International Conference on Machine Learning, pp. 1009 - 1016 (Eds. Cohen, W.; Moore, A.). 23rd International Conference on Machine Learning (ICML 2006), Pittsburgh, PA, USA, June 25, 2006 - June 29, 2006. ACM Press, New York, NY, USA (2006)
17.
Conference Paper
Breaking SVM Complexity with Cross-Training. In: Advances in Neural Information Processing Systems 17, pp. 81 - 88 (Eds. Saul, L.; Weiss, Y.; Bottou, L.). Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), Vancouver, BC, Canada, December 13, 2004 - December 16, 2004. MIT Press, Cambridge, MA, USA (2005)
18.
Conference Paper
Joint Kernel Maps. In: Computational Intelligence and Bioinspired Systems: 8th International Work-Conference on Artificial Neural Networks, IWANN 2005, Vilanova i la Geltrú, Barcelona, Spain, June 8-10, 2005, pp. 176 - 191 (Eds. Cabestany, J.; Prieto, A.; Sandoval, F.). 8th International Work-Conference on Artificial Neural Networks (IWANN 2005), Barcelona, Spain, June 08, 2005 - June 10, 2005. Springer, Berlin, Germany (2005)
19.
Conference Paper
Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Whistler, BC, Canada, December 09, 2003 - December 11, 2003. MIT Press, Cambridge, MA, USA (2004)
Learning to Find Pre-Images. In: Advances in Neural Information Processing Systems 16, pp. 449 - 456 (Eds. Thrun, S.; Saul, L.; 20.
Conference Paper
Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 08, 2003 - December 13, 2003. MIT Press, Cambridge, MA, USA (2004)
Prediction on Spike Data Using Kernel Algorithms. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 1367 - 1374 (Eds. Thrun, S.; Saul, L.;