Publications of J Weston

Weston, J.; Leslie, C.; Zhou, D.; Elisseeff, A.; Noble, W.: Semi-Supervised Protein Classification using Cluster Kernels. Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 09, 2003 - December 11, 2003. Advances in Neural Information Processing Systems 16, pp. 595 - 602 (2004)

Zhou, D.; Bousquet, O.; Lal, T.; Weston, J.; Schölkopf, B.: Learning with Local and Global Consistency. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 321 - 328 (Eds. Thrun, S.; Saul, L.; 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)

Zhou, D.; Weston, J.; Gretton, A.; Bousquet, O.; Schölkopf, B.: Ranking on Data Manifolds. Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 09, 2003 - December 11, 2003. Advances in Neural Information Processing Systems 16, pp. 169 - 176 (2004)

Chapelle, O.; Weston, J.; Schölkopf, B.: Cluster Kernels for Semi-Supervised Learning. In: Advances in Neural Information Processing Systems 15, pp. 585 - 592 (Eds. Becker, S.; Thrun, S.; Obermayer, K.). Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), Vancouver, BC, Canada, December 09, 2002 - December 14, 2002. MIT Press, Cambridge, MA, USA (2003)

Leslie, C.; Eskin, E.; Weston, J.; Noble, W.: Mismatch String Kernels for SVM Protein Classification. In: Advances in Neural Information Processing Systems 15, pp. 1417 - 1424 (Eds. Becker, S.; Thrun, S.; Obermayer, K.). Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), Vancouver, BC, Canada, December 09, 2002 - December 14, 2002. MIT Press, Cambridge, MA, USA (2003)

Weston, J.; Chapelle, O.; Elisseeff, A.; Schölkopf, B.; Vapnik, V.: Kernel Dependency Estimation. In: Advances in Neural Information Processing Systems 15, pp. 873 - 880 (Eds. Becker, S.; Thrun, S.; Obermayer, K.). Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), Vancouver, BC, Canada, December 09, 2002 - December 14, 2002. MIT Press, Cambridge, MA, USA (2003)

Chapelle, O.; Schölkopf, B.; Weston, J.: Semi-Supervised Learning through Principal Directions Estimation. In: ICML 2003 Workshop on the Continuum from Labeled to Unlabeled Data in Machine Learning & Data Mining, pp. 1 - 7. ICML 2003 Workshop on the Continuum from Labeled to Unlabeled Data in Machine Learning & Data Mining, Washington, DC, USA, August 21, 2003. (2003)

Perez-Cruz, F.; Weston, J.; Herrmann, D.; Schölkopf, B.: Extension of the nu-SVM range for classification. In: Advances in learning theory: methods, models and applications, pp. 179 - 196 (Eds. Suykens, J.; Horvath, G.; Basu, S.; Micchelli, C.; Vandewalle, J.). NATO Advanced Study Institute on Learning Theory and Practice 2002, Leuven, Belgium, July 08, 2002 - July 19, 2002. IOS Press, Amsterdam, The Netherlands (2003)

Schölkopf, B.; Guyon, I.; Weston, J.: Statistical Learning and Kernel Methods in Bioinformatics. In: Artificial intelligence and heuristic methods in bioinformatics, pp. 1 - 21 (Eds. Frasconi, P.; Shamir, R.). NATO Advanced Study Institute on Artificial Intelligence and Heuristic Methods in Bioinformatics 2001, San Miniato, Italy, October 01, 2001 - October 11, 2001. IOS Press, Amsterdam, The Netherlands (2003)

Schölkopf, B.; Weston, J.; Eskin , E.; Leslie, C.; Noble, W.: A kernel approach for learning from almost orthogonal patterns. In: Machine Learning: ECML 2002: 13th European Conference on Machine Learning Helsinki, Finland, August 19–23, 2002, pp. 511 - 528 (Eds. Elomaa, T.; Mannila, H.; Toivonen, H.). 13th European Conference on Machine Learning (ECML 2002), Helsinki, Finland, August 19, 2002 - August 23, 2002. Springer, Berlin, Germany (2002)

Weston, J.; Perez-Cruz , F.; Bousquet, O.; Chapelle, O.; Elisseeff, A.; Schölkopf, B.: KDD Cup 2001 data analysis: prediction of molecular bioactivity for drug Design-Binding to Thrombin. In: KDD-2001 Cup: The Genomics Challenge. KDD-2001 Cup: The Genomics Challenge, August 26, 2001. (2001)

Chapelle, O.; Weston, J.; Bottou, L.; Vapnik, V.: Vicinal Risk Minimization. Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), Denver, CO, USA, November 27, 2000 - December 02, 2000. Advances in Neural Information Processing Systems 13, pp. 416 - 422 (2001)

Weston, J.; Mukherjee, S.; Chapelle, O.; Pontil , M.; Poggio, T.; Vapnik, V.: Feature Selection for SVMs. In: Advances in Neural Information Processing Systems 13, pp. 668 - 674 (Eds. Leen, T.; Dietterich, T.; Tresp, V.). Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), Denver, CO, USA, November 27, 2000 - December 02, 2000. MIT Press, Cambridge, MA, USA (2001)

Chapelle, O.; Vapnik, V.; Weston, J.: Transductive Inference for Estimating Values of Functions. In: Advances in Neural Information Processing Systems 12, pp. 421 - 427 (Eds. Solla, S.; Leen, T.; Müller, K.). Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), Denver, CO, USA, November 29, 2000 - December 04, 2000. MIT Press, Cambridge, MA, USA (2000)

Mika, S.; Rätsch, G.; Weston, J.; Schölkopf, B.; Smola, A.; Müller, K.-R.: Invariant feature extraction and classification in kernel spaces. In: Advances in Neural Information Processing Systems 12, pp. 526 - 532 (Eds. Solla, S.; Leen, T.). Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), Denver, CO, USA, November 29, 2000 - December 04, 2000. MIT Press, Cambridge, MA, USA (2000)

Mika, S.; Rätsch, G.; Weston, J.; Schölkopf, B.; Müller, K.-R.: Fisher discriminant analysis with kernels. In: Neural Networks for Signal Processing IX: Proceedings of the 1999 IEEE Signal Processing Society Workshop, pp. 41 - 48. 1999 IEEE Signal Processing Society Workshop, Madison, WI, USA, August 25, 1999. IEEE, Piscataway, NJ, USA (1999)

Weston, J.; Bakir, G.: Fast Binary and Multi-Output Reduced Set Selection (Technical Report of the Max Planck Institute for Biological Cybernetics, 132). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2004), 12 pp.

Weston, J.; Schölkopf, B.; Bousquet, O.; Mann; Noble, W.: Joint Kernel Maps (Technical Report of the Max Planck Institute for Biological Cybernetics, 131). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2004), 9 pp.

Lal, T.; Schröder, M.; Hinterberger, T.; Weston, J.; Bogdan , M.; Birbaumer, N.; Schölkopf, B.: Support Vector Channel Selection in BCI (Technical Report of the Max Planck Institute for Biological Cybernetics, 120). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2003), 9 pp.

Weston, J.; Leslie, C.; Elisseeff, A.; Noble, W.: Machine Learning approaches to protein ranking: discriminative, semi-supervised, scalable algorithms (Technical Report of the Max Planck Institute for Biological Cybernetics, 111). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2003), 10 pp.