Publikationen von AJ Smola

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, S. 561 - 567 (Hg. Solla, S.; Leen, T.; Müller, K.). Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), Denver, CO, USA, 29. November 2000 - 04. Dezember 2000. MIT Press, Cambridge, MA, USA (2000)

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, S. 582 - 588 (Hg. Solla, S.; Leen, T.; Müller, K.). Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), Denver, CO, USA, 29. November 2000 - 04. Dezember 2000. MIT Press, Cambridge, MA, USA (2000)

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, 29. November 2000 - 04. Dezember 2000. Advances in Neural Information Processing Systems 12, S. 342 - 348 (2000)

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, S. 341 - 344 (Hg. Terano, T.; Liu, H.; Chen, A.). Fourth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2000), Kyoto, Japan, 18. April 2000 - 20. April 2000. Springer, Berlin, Germany (2000)

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, S. 304 - 309. Ninth International Conference on Artificial Neural Networks (ICANN 1999), Edinburgh, UK, 07. September 1999 - 10. September 1999. Institute of Electrical Engineers, London, UK (1999)

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, S. 103 - 108. Ninth International Conference on Artificial Neural Networks (ICANN 1999), Edinburgh, UK, 07. September 1999 - 10. September 1999. Institute of Electrical Engineers, London, UK (1999)

Smola, A.; Schölkopf, B.; Rätsch, G.: Linear programs for automatic accuracy control in regression. In: Ninth International Conference on Artificial Neural Networks ICANN 99, S. 575 - 580. Ninth International Conference on Artificial Neural Networks ICANN 1999), Edinburgh, UK, 07. September 1999 - 10. September 1999. Institute of Electrical Engineers, London, UK (1999)

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, 30. November 1998 - 05. Dezember 1998. Advances in Neural Information Processing Systems 11, S. 536 - 542 (1999)

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, S. 330 - 336 (Hg. Kearns, M.; Solla, S.; Cohn, D.). Twelfth Annual Conference on Neural Information Processing Systems (NIPS 1998), Denver, CO, USA, 30. November 1998 - 05. Dezember 1998. MIT Press, Cambridge, MA, USA (1999)

Smola, A.; Friess, T.; Schölkopf, B.: Semiparametric support vector and linear programming machines. In: Advances in Neural Information Processing Systems 11, S. 585 - 591 (Hg. Kearns, M.; Solla, S.; Cohn, D.). Twelfth Annual Conference on Neural Information Processing Systems (NIPS 1998), Denver, CO, USA, 30. November 1998 - 05. Dezember 1998. MIT Press, Cambridge, MA, USA (1999)

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), S. 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, 12. April 1999 - 16. April 1999. (1999)

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, S. 214 - 229 (Hg. Fischer, P.; Simon, H.). 4th European Conference on Computational Learning Theory (EuroCOLT 1999), Nordkirchen, Germany, 29. März 1999 - 31. März 1999. Springer, Berlin, Germany (1999)

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, S. 285 - 299 (Hg. Fischer, R.; Simon, H.). 4th European Conference on Computational Learning Theory (EuroCOLT 1999), Nordkirchen, Germany, 29. März 1999 - 31. März 1999. Springer, Berlin, Germany (1999)

Müller, K.-R.; Smola, A.; Rätsch, G.; Schölkopf, B.; Kohlmorgen, J.; Vapnik, V.: Using support vector machines for time series prediction. In: Advances in kernel methods: support vector learning, S. 243 - 253 (Hg. Schölkopf, B.; Burges, C.; Smola, A.). Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Breckenridge, CO, USA, 01. Dezember 1997 - 06. Dezember 1997. MIT Press, Cambridge, MA, USA (1999)

Schölkopf, B.; Burges, C.; Smola, A.: Introduction to support vector learning. In: Advances in kernel methods: support vector learning, S. 1 - 15 (Hg. Schölkopf, B.; Burges, C.; Smola, A.). Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Breckenridge, CO, USA, 01. Dezember 1997 - 06. Dezember 1997. MIT Press, Cambridge, MA, USA (1999)

Schölkopf, B.; Burges, C.; Smola, A.: Roadmap. In: Advances in kernel methods: support vector learning, S. 17 - 22 (Hg. Schölkopf, B.; Burges, C.; Smola, A.). Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Breckenridge, CO, USA, 01. Dezember 1997 - 06. Dezember 1997. MIT Press, Cambridge, MA, USA (1999)

Schölkopf, B.; Smola, A.; Müller, K.-R.: Kernel principal component analysis. In: Advances in kernel methods: support vector learning, S. 327 - 352 (Hg. Schölkopf, B.; Burges, C.; Smola, A.). Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Breckenridge, CO, USA, 01. Dezember 1997 - 06. Dezember 1997. MIT Press, Cambridge, MA, USA (1999)

Schölkopf, B.; Knirsch, P.; Smola, A.; Burges, C.: Fast approximation of support vector kernel expansions, and an interpretation of clustering as approximation in feature spaces. In: Mustererkennung 1998: 20. DAGM-Symposium Stuttgart, 29. September – 1. Oktober 1998, S. 125 - 132 (Hg. Levi, R.; Schanz, M.; Ahlers, R.-J.; May, F.). 20th DAGM-Symposium, Stuttgart, Germany, 29. September 1998 - 01. Oktober 1998. Springer, Berlin, Germany (1998)

Schölkopf, B.; Bartlett, P.; Smola, A.; Williamson, R.: Support vector regression with automatic accuracy control. In: ICANN 98: 8th International Conference on Artificial Neural Networks, Skövde, Sweden, 2–4 September 1998, S. 111 - 116 (Hg. Niklasson, L.; Bodén, M.; Ziemke, T.). 8th International Conference on Artificial Neural Networks (ICANN 1998), Skövde, Sweden, 02. September 1998 - 04. September 1998. Springer, London, UK (1998)

Schölkopf, B.; Mika, S.; Smola, A.; Rätsch, G.; Müller, K.-R.: Kernel PCA pattern reconstruction via approximate pre-images. In: ICANN 98: 8th International Conference on Artificial Neural Networks, Skövde, Sweden, 2–4 September 1998, S. 147 - 152 (Hg. Niklasson, L.; Bodén, M.; Ziemke, T.). 8th International Conference on Artificial Neural Networks (ICANN 1998), Skövde, Sweden, 02. September 1998 - 04. September 1998. Springer, London, UK (1998)