Publications of B Schölkopf

Conference Paper (216)

301.
Conference Paper
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)
302.
Conference Paper
Fröhlich, H.; Chapelle, O.; Schölkopf, B.: Feature Selection for Support Vector Machines by Means of Genetic Algorithms. In: 15th IEEE International Conference on Tools with AI, pp. 142 - 148. 15th IEEE International Conference on Tools with AI. (2003)
303.
Conference Paper
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)
304.
Conference Paper
Schölkopf, B.: An Introduction to Support Vector Machines. International Conference on Recent Advances and Trends in Nonparametric Statistics 2002, Crete, Greece, July 15, 2002 - July 19, 2002. Recent Advances and Trends in Nonparametric Statistics, pp. 3 - 17 (2003)
305.
Conference Paper
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)
306.
Conference Paper
Schölkopf, B.; Smola, A.: A Short Introduction to Learning with Kernels. In: Advanced Lectures on Machine Learning: Machine Learning Summer School 2002 Canberra, Australia, February 11–22, 2002, pp. 41 - 64 (Eds. Mendelson, S.; Smola, A.). Machine Learning Summer School 2002, Canberra, Australia, February 11, 2002 - February 22, 2002. Springer, Berlin, Germany (2003)
307.
Conference Paper
Smola, A.; Schölkopf, B.: Bayesian Kernel Methods. In: Advanced Lectures on Machine Learning: Machine Learning Summer School 2002 Canberra, Australia, February 11–22, 2002, pp. 65 - 117 (Eds. Mendelson, S.; Smola, A.). Machine Learning Summer School 2002, Canberra, Australia, February 11, 2002 - February 22, 2002. Springer, Berlin, Germany (2003)
308.
Conference Paper
Achlioptas, D.; McSherry, F.; Schölkopf, B.: Sampling Techniques for Kernel Methods. In: Advances in Neural Information Processing Systems 14, pp. 335 - 342 (Eds. Dietterich, T.; Becker, S.; Ghahramani, Z.). Fifteenth Annual Neural Information Processing Systems Conference (NIPS 2001), Vancouver, BC, Canada, December 03, 2001 - December 08, 2001. MIT Press, Cambridge, MA, USA (2002)
309.
Conference Paper
Chapelle, O.; Schölkopf, B.: Incorporating Invariances in Non-Linear Support Vector Machines. In: Advances in Neural Information Processing Systems 14, pp. 609 - 616 (Eds. Dietterich, T.; Becker, S.; Ghahramani, Z.). Fifteenth Annual Neural Information Processing Systems Conference (NIPS 2001), Vancouver, BC, Canada, December 03, 2001 - December 08, 2001. MIT Press, Cambridge, MA, USA (2002)
310.
Conference Paper
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)
311.
Conference Paper
Gretton, A.; Doucet, A.; Herbrich, R.; Rayner, P.; Schölkopf, B.: Support Vector Regression for Black-Box System Identification. In: 11th IEEE Workshop on Statistical Signal Processing, pp. 341 - 344. 11th IEEE Workshop on Statistical Signal Processing (SSP 2001), Singapore , August 08, 2001. IEEE, Piscataway, NJ, USA (2001)
312.
Conference Paper
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)
313.
Conference Paper
Cheng, Y.; Fu, Q.; Gu, L.; Li, S.; Schölkopf, B.; Zhang, H.: Kernel Machine Based Learning for Multi-View Face Detection and Pose Estimation. In: Eighth IEEE International Conference on Computer Vision: ICCV 2001, pp. 674 - 679. Eighth IEEE International Conference on Computer Vision (ICCV 2001), Vancouver, BC, Canada, July 07, 2001 - July 14, 2001. IEEE, Piscataway, NJ, USA (2001)
314.
Conference Paper
Lawrence, N.; Schölkopf, B.: Estimating a Kernel Fisher Discriminant in the Presence of Label Noise. In: Machine learning: proceedings of the eighteenth international conference, p. 306 - 306 (Eds. Brodley, C.; Pohoreckyj Danyluk, A.). 18th International Conference on Machine Learning (ICML 2001), Williamstown, MA, USA, June 28, 2001 - July 01, 2001. Morgan Kaufmann, San Francisco, CA, USA (2001)
315.
Conference Paper
Romdhani, S.; Torr, P.; Schölkopf, B.; Blake, A.: Computationally Efficient Face Detection. In: Eighth IEEE International Conference on Computer Vision: ICCV 2001, pp. 695 - 700. Eighth IEEE International Conference on Computer Vision (ICCV 2001), Vancouver, BC, Canada, July 07, 2001 - July 14, 2001. IEEE, Piscataway, NJ, USA (2001)
316.
Conference Paper
Schölkopf, B.; Herbrich, R.; Smola, A.: A Generalized Representer Theorem. In: Computational Learning Theory: 14th Annual Conference on Computational Learning Theory, COLT 2001 and 5th European Conference on Computational Learning Theory, EuroCOLT 2001 Amsterdam, The Netherlands, July 16–19, 2001, pp. 416 - 426 (Eds. Helmbold, D.; Williamson, B.). 14th Annual Conference on Computational Learning Theory (COLT 2001) and 5th European Conference on Computational Learning Theory (EuroCOLT 2001), Amsterdam, The Netherlands, July 16, 2001 - July 19, 2001. Springer, Berlin, Germany (2001)
317.
Conference Paper
Hayton, P.; Schölkopf, B.; Tarassenko, L.; Anuzis, P.: Support vector novelty detection applied to jet engine vibration spectra. In: Advances in Neural Information Processing Systems 13, p. 946 - 946 (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)
318.
Conference Paper
Schölkopf, B.: The Kernel Trick for Distances. In: Advances in Neural Information Processing Systems 13, pp. 301 - 307 (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)
319.
Conference Paper
Still, S.; Schölkopf, B.; Hepp, K.; Douglas, R.: Four-legged Walking Gait Control Using a Neuromorphic Chip Interfaced to a Support Vector Learning Algorithm. In: Advances in Neural Information Processing Systems 13, pp. 741 - 747 (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)
320.
Conference Paper
Mika, S.; Schölkopf, B.; Smola, A.: An Improved Training Algorithm for Kernel Fisher Discriminants. In: 8th International Conference on Artificial Intelligence and Statistics (AISTATS 2001), pp. 98 - 104 (Eds. Richardson, T.; Jaakkola, T.). 8th International Conference on Artificial Intelligence and Statistics (AISTATS 2001), Key West, FL, USA, January 04, 2001 - January 07, 2001. Society for Artificial Intelligence and Statistics (2001)
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