Publications of B Schölkopf

Conference Paper (214)

321.
Conference Paper
Tipping, M.; Schölkopf, B.: A kernel approach for vector quantization with guaranteed distortion bounds. In: 8th International Conference on Artificial Intelligence and Statistics (AISTATS 2001), pp. 129 - 134 (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)
322.
Conference Paper
Zien, A.; Rätsch, G.; Mika, S.; Schölkopf, B.; Lemmen, C.; Smola, A.; Lengauer, T.; Müller, K.-R.: Engineering Support Vector Machine Kernels That Recognize Translation Initiation Sites. German Conference on Bioinformatics (GCB 1999), Hannover, Germany, October 04, 1999 - October 06, 1999. Bioinformatics 16 (9), pp. 799 - 807 (2000)
323.
Conference Paper
Chalimourda, A.; Schölkopf, B.; Smola, A.: Choosing nu in support vector regression with different noise models: theory and experiments. In: IEEE-INNS-ENNS International Joint Conference on Neural Networks: IJCNN 2000: Neural Computing: New Challenges and Perspectives for the New Millennium, pp. 199 - 204. IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000), Como, Italy, July 27, 2000. IEEE, Piscataway, NJ, USA (2000)
324.
Conference Paper
Smola, A.; Schölkopf, B.: Sparse greedy matrix approximation for machine learning. In: Seventeenth International Conference on Machine Learning (ICML 2000), pp. 911 - 918 (Ed. Langley, P.). Seventeenth International Conference on Machine Learning (ICML 2000), Stanford, CA, USA, June 29, 2000 - July 02, 2000. Morgan Kaufmann, San Francisco, CA, USA (2000)
325.
Conference Paper
Williamson, R.; Smola, A.; Schölkopf, B.: Entropy Numbers of Linear Function Classes. In: 13th Annual Conference on Computational Learning Theory (COLT 2000), p. 309 - 309 (Eds. Cesa-Bianchi, N.; Goldman, S.). 13th Annual Conference on Computational Learning Theory (COLT 2000), Palo Alto, CA, USA, June 28, 2000 - July 01, 2000. Morgan Kaufmann, an Francisco, CA, USA (2000)
326.
Conference Paper
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)
327.
Conference Paper
Rätsch, G.; Schölkopf, B.; Smola, A.; Müller, K.-R.; Mika, S.: v-Arc: Ensemble Learning in the Presence of Outliers. In: Advances in Neural Information Processing Systems 12, pp. 561 - 567 (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)
328.
Conference Paper
Schölkopf, B.; Williamson , R.; Smola, A.; Shawe-Taylor, J.; Platt, J.: Support vector method for novelty detection. In: Advances in Neural Information Processing Systems 12, pp. 582 - 588 (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)
329.
Conference Paper
Smola, A.; Shawe-Taylor, J.; Schölkopf, B.; Williamson, R.: The entropy regularization information criterion. Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), Denver, CO, USA, November 29, 2000 - December 04, 2000. Advances in Neural Information Processing Systems 12, pp. 342 - 348 (2000)
330.
Conference Paper
Rätsch, G.; Schölkopf, B.; Smola, A.; Mika, S.; Onoda, T.; Müller, K.-R.: Robust Ensemble Learning for Data Mining. In: Knowledge Discovery and Data Mining. Current Issues and New Applications: 4th Pacific-Asia Conference, PAKDD 2000, Kyoto, Japan, April 18–20, 2000, pp. 341 - 344 (Eds. Terano, T.; Liu, H.; Chen, A.). Fourth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2000), Kyoto, Japan, April 18, 2000 - April 20, 2000. Springer, Berlin, Germany (2000)
331.
Conference Paper
Graepel, T.; Herbrich, R.; Schölkopf, B.; Smola, A.; Bartlett, P.; Müller, K.; Obermayer, K.; Williamson, R.: Classification on proximity data with LP-machines. In: Ninth International Conference on Artificial Neural Networks ICANN 99, pp. 304 - 309. Ninth International Conference on Artificial Neural Networks (ICANN 1999), Edinburgh, UK, September 07, 1999 - September 10, 1999. Institute of Electrical Engineers, London, UK (1999)
332.
Conference Paper
Schölkopf, B.; Shawe-Taylor, J.; Smola, A.; Williamson, R.: Kernel-dependent support vector error bounds. In: Ninth International Conference on Artificial Neural Networks ICANN 99, pp. 103 - 108. Ninth International Conference on Artificial Neural Networks (ICANN 1999), Edinburgh, UK, September 07, 1999 - September 10, 1999. Institute of Electrical Engineers, London, UK (1999)
333.
Conference Paper
Smola, A.; Schölkopf, B.; Rätsch, G.: Linear programs for automatic accuracy control in regression. In: Ninth International Conference on Artificial Neural Networks ICANN 99, pp. 575 - 580. Ninth International Conference on Artificial Neural Networks ICANN 1999), Edinburgh, UK, September 07, 1999 - September 10, 1999. Institute of Electrical Engineers, London, UK (1999)
334.
Conference Paper
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)
335.
Conference Paper
Mika, S.; Schölkopf, B.; Smola, A.; Müller, K.; Scholz, M.; Rätsch, G.: Kernel PCA and De-noising in feature spaces. Twelfth Annual Conference on Neural Information Processing Systems (NIPS 1998), Denver, CO, USA, November 30, 1998 - December 05, 1998. Advances in Neural Information Processing Systems 11, pp. 536 - 542 (1999)
336.
Conference Paper
Schölkopf, B.; Bartlett, P.; Smola, A.; Williamson, R.: Shrinking the tube: a new support vector regression algorithm. In: Advances in Neural Information Processing Systems 11, pp. 330 - 336 (Eds. Kearns, M.; Solla, S.; Cohn, D.). Twelfth Annual Conference on Neural Information Processing Systems (NIPS 1998), Denver, CO, USA, November 30, 1998 - December 05, 1998. MIT Press, Cambridge, MA, USA (1999)
337.
Conference Paper
Smola, A.; Friess, T.; Schölkopf, B.: Semiparametric support vector and linear programming machines. In: Advances in Neural Information Processing Systems 11, pp. 585 - 591 (Eds. Kearns, M.; Solla, S.; Cohn, D.). Twelfth Annual Conference on Neural Information Processing Systems (NIPS 1998), Denver, CO, USA, November 30, 1998 - December 05, 1998. MIT Press, Cambridge, MA, USA (1999)
338.
Conference Paper
Vannerem, P.; Müller, K.-R.; Smola, A.; Schölkopf, B.; Söldner-Rembold, S.: Classifying LEP data with support vector algorithms. In: 6th International Workshop on New Computing Techniques in Physics Research: Software Engineering, Artificial Intelligence Neural Nets, Genetic Algorithms, Symbolic Algebra, Automatic Calculation (AIHENP 1999), pp. 1 - 7. 6th International Workshop on New Computing Techniques in Physics Research: Software Engineering, Artificial Intelligence Neural Nets, Genetic Algorithms, Symbolic Algebra, Automatic Calculation (AIHENP 1999), Heraklion, Greece, April 12, 1999 - April 16, 1999. (1999)
339.
Conference Paper
Smola, A.; Williamson, R.; Mika, S.; Schölkopf, B.: Regularized principal manifolds. In: Computational Learning Theory: 4th European Conference, EuroCOLT’99 Nordkirchen, Germany, March 29–31, 1999, pp. 214 - 229 (Eds. Fischer, P.; Simon, H.). 4th European Conference on Computational Learning Theory (EuroCOLT 1999), Nordkirchen, Germany, March 29, 1999 - March 31, 1999. Springer, Berlin, Germany (1999)
340.
Conference Paper
Williamson, R.; Smola, A.; Schölkopf, B.: Entropy numbers, operators and support vector kernels. In: Computational Learning Theory: 4th European Conference, EuroCOLT’99 Nordkirchen, Germany, March 29–31, 1999, pp. 285 - 299 (Eds. Fischer, R.; Simon, H.). 4th European Conference on Computational Learning Theory (EuroCOLT 1999), Nordkirchen, Germany, March 29, 1999 - March 31, 1999. Springer, Berlin, Germany (1999)
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