Publikationen von J Weston

Collobert, R.; Sinz, F.; Weston, J.; Bottou, L.: Large Scale Transductive SVMs. The Journal of Machine Learning Research 7, S. 1687 - 1712 (2006)

Weston, J.; Leslie, C.; Ie, E.; Zhou, D.; Elisseeff, A.; Noble, W.: Semi-supervised protein classification using cluster kernels. Bioinformatics 21 (15), S. 3241 - 3247 (2005)

Lal, T.; Schröder, M.; Hinterberger, T.; Weston, J.; Bogdan, M.; Birbaumer, N.; Schölkopf, B.: Support Vector Channel Selection in BCI. IEEE Transactions on Biomedical Engineering 51 (6), S. 1003 - 1010 (2004)

Leslie, C.; Eskin, E.; Cohen, A.; Weston, J.; Noble, W.: Mismatch string kernels for discriminative protein classification. Bioinformatics 20 (4), S. 467 - 476 (2004)

Weston, J.; Elisseeff, A.; Zhou, D.; Leslie, C.; Noble, W.: 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 101 (17), S. 6559 - 6563 (2004)

Weston, J.; Schölkopf, B.; Eskin, E.; leslie, C.; Noble, W.: Dealing with large Diagonals in Kernel Matrices. Annals of the Institute of Statistical Mathematics 55 (2), S. 391 - 408 (2003)

Mika, S.; Rätsch, G.; Weston, J.; Schölkopf, B.; Smola, A.; Müller, K.-R.: Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature spaces. IEEE Transactions on Pattern Analysis and Machine Intelligence 25 (5), S. 623 - 628 (2003)

Weston, J.; Perez-Cruz, F.; Bousquet, O.; Chapelle, O.; Elisseeff, A.; Schölkopf, B.: Feature selection and transduction for prediction of molecular bioactivity for drug design. Bioinformatics 19 (6), S. 764 - 771 (2003)

Weston, J.; Elisseeff, A.; Schölkopf, B.; Tipping, M.: Use of the Zero-Norm with Linear Models and Kernel Methods. The Journal of Machine Learning Research 3, S. 1439 - 1461 (2003)

Bottou, L.; Chapelle, O.; DeCoste, D.; Weston, J.: Large-Scale Kernel Machines. MIT Press, Cambridge, MA, USA (2007), 396 S.

Weston, J.; Bakir, G.; Bousquet, O.; Mann, T.; Noble, W.; Schölkopf, B.: Joint Kernel Maps. In: Predicting Structured Data, S. 67 - 84 (Hg. Bakır, G.; Hofmann, T.; Schölkopf, B.; Smola, A.; Taskar, B. et al.). MIT Press, Cambridge, MA, USA (2007)

Collobert, R.; Sinz, F.; Weston, J.; Bottou, L.: Trading Convexity for Scalability. In: Large Scale Kernel Machines, S. 275 - 300 (Hg. Bottou, L.; Chapelle, O.; DeCoste, D.; Weston, J.). MIT Press, Cambridge, MA, USA (2007)

BakIr, G.; Schölkopf, B.; Weston, J.: On the Pre-Image Problem in Kernel Methods. In: Kernel Methods in Bioengineering, Signal and Image Processing, S. 284 - 302 (Hg. Camps-Valls, G.; Rojo-Álvarez, J.; Martínez-Ramón, M.). Idea Group Publishing, Hershey, PA, USA (2007)

Lal, T.; Chapelle, O.; Weston, J.; Elisseeff, A.: Embedded methods. In: Feature Extraction: Foundations and Applications, S. 137 - 165 (Hg. Guyon, I.; Gunn, S.; Nikravesh, M.; Zadeh, L.). Springer, Berlin, Germany (2006)

Collobert, R.; Sinz, F.; Weston, J.; Bottou, L.: Trading Convexity for Scalability. In: ICML '06: Proceedings of the 23rd International Conference on Machine Learning, S. 201 - 208 (Hg. Cohen, W.; Moore, A.). 23rd International Conference on Machine Learning (ICML 2006), Pittsburgh, PA, USA, 25. Juni 2006 - 29. Juni 2006. ACM Press, New York, NY, USA (2006)

Weston, J.; Collobert, R.; Sinz, F.; Bottou, L.; Vapnik, V.: Inference with the Universum. In: ICML '06: Proceedings of the 23rd International Conference on Machine Learning, S. 1009 - 1016 (Hg. Cohen, W.; Moore, A.). 23rd International Conference on Machine Learning (ICML 2006), Pittsburgh, PA, USA, 25. Juni 2006 - 29. Juni 2006. ACM Press, New York, NY, USA (2006)

Bakir, G.; Bottou, L.; Weston, J.: Breaking SVM Complexity with Cross-Training. In: Advances in Neural Information Processing Systems 17, S. 81 - 88 (Hg. Saul, L.; Weiss, Y.; Bottou, L.). Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), Vancouver, BC, Canada, 13. Dezember 2004 - 16. Dezember 2004. MIT Press, Cambridge, MA, USA (2005)

Weston, J.; Schölkopf, B.; Bousquet, O.: 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, S. 176 - 191 (Hg. Cabestany, J.; Prieto, A.; Sandoval, F.). 8th International Work-Conference on Artificial Neural Networks (IWANN 2005), Barcelona, Spain, 08. Juni 2005 - 10. Juni 2005. Springer, Berlin, Germany (2005)

Bakir, G.; Weston, J.; Schölkopf, B.: Learning to Find Pre-Images. In: Advances in Neural Information Processing Systems 16, S. 449 - 456 (Hg. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Whistler, BC, Canada, 09. Dezember 2003 - 11. Dezember 2003. MIT Press, Cambridge, MA, USA (2004)

Eichhorn, J.; Tolias, A.; Zien, A.; Kuss, M.; Rasmussen, C.; Weston, J.; Logothetis, N.; Schölkopf, B.: Prediction on Spike Data Using Kernel Algorithms. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, S. 1367 - 1374 (Hg. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, 08. Dezember 2003 - 13. Dezember 2003. MIT Press, Cambridge, MA, USA (2004)