Publications of G Rätsch

Tsuda, K.; Rätsch, G.: Image Reconstruction by Linear Programming. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 57 - 64 (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)

Rätsch, G.; Smola, A.; Mika, S.: Adapting Codes and Embeddings for Polychotomies. In: Advances in Neural Information Processing Systems 15, pp. 513 - 520 (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)

Meir, R.; Rätsch, G.: An Introduction to Boosting and Leveraging. In: Advanced Lectures on Machine Learning: Machine Learning Summer School 2002 Canberra, Australia, February 11–22, 2002, pp. 118 - 183 (Eds. Mendelson, S.; Smola, A.). Machine Learning Summer School 2002, Canberra, Australia, February 11, 2002 - February 22, 2002. Springer, Berlin, Germany (2003)

Rätsch, G.; Mika, S.; Warmuth, M.: On the Convergence of Leveraging. In: Advances in Neural Information Processing Systems 14, pp. 487 - 494 (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)

Warmuth, M.; Rätsch, G.; Mathieson, M.; Liao, J.; Lemmen, C.: Active Learning in the Drug Discovery Process. In: Advances in Neural Information Processing Systems 14, pp. 1449 - 1456 (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)

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)

Rätsch, G.; Warmuth, M.; Mika, S.; Onoda, T.; Lemm, S.; Müller, K.-R.: Barrier Boosting. In: Thirteenth Annual Conference on Computational Learning Theory (COLT 2000), pp. 170 - 179 (Eds. Cesa-Bianchi , N.; Goldman, S.). Thirteenth Annual Conference on Computational Learning Theory (COLT 2000), Palo Alto, CA, USA, June 28, 2000 - July 01, 2000. Morgan Kaufmann, San Francisco, CA, 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)

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)

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)

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)

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)

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)

Rätsch, G.; Onoda, T.; Müller, K.-R.: Regularizing AdaBoost. In: Advances in Neural Information Processing Systems 11, pp. 564 - 570 (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)

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, pp. 243 - 253 (Eds. Schölkopf, B.; Burges, C.; Smola, A.). Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Breckenridge, CO, USA, December 01, 1997 - December 06, 1997. MIT Press, Cambridge, MA, USA (1999)

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, pp. 147 - 152 (Eds. Niklasson, L.; Bodén, M.; Ziemke, T.). 8th International Conference on Artificial Neural Networks (ICANN 1998), Skövde, Sweden, September 02, 1998 - September 04, 1998. Springer, London, UK (1998)

Müller, K.-R.; Smola, A.; Rätsch, G.; Schölkopf, B.; Kohlmorgen, J.; Vapnik, V.: Predicting time series with support vector machines. In: Artificial Neural Networks - ICANN'97: 7th International Conference Lausanne, Switzerland, October 8–10, 1997, pp. 999 - 1004 (Eds. Gerstner, W.; Germond, A.; Hasler, M.; Nicoud, J.-D.). 7th International Conference on Artificial Neural Networks (ICANN 1997), Lausanne, Switzerland, October 08, 1997 - October 10, 1997. Springer, Berlin, Germany (1997)

Rätsch, G.; Sonnenburg, S.; Ong, C.: Support Vector Machines and Kernels for Computational Biology. In 17th Annual International Conference on Intelligent Systems for Molecular Biology and 8th European Conference on Computational Biology (ISMB/ECCB 2009), AM3. 17th Annual International Conference on Intelligent Systems for Molecular Biology and 8th European Conference on Computational Biology (ISMB/ECCB 2009), Stockholm, Sweden, June 27, 2009 - July 02, 2009. (2009)

Rätsch, G.; Clark, L.; Toomajian, C.; Ossowski, S.; Zeller, G.; Shinn, P.; Warthman, N.; Hu, T.; Fu, G.; Hinds, D. et al.; Cheng, H.; Frazer, K.; Huson, D.; Schölkopf, B.; Nordborg , M.; Ecker, J.; Weigel, D.; Schneeberger, K.; Bohlen, A.: Discovering Common Sequence Variation in Arabidopsis thaliana. In 16th Annual International Conference Intelligent Systems for Molecular Biology (ISMB 2008). 16th Annual International Conference Intelligent Systems for Molecular Biology (ISMB 2008), Toronto, Canada, July 19, 2008 - July 23, 2008. (2008)

Schweikert, G.; Zeller , G.; Zien, A.; Behr, J.; Sonnenburg, S.; Philips , P.; Ong, C.; Rätsch, G.: mGene: A Novel Discriminative Gene Finder. In 2008 Topics Meeting: Worm Genomics and Systems Biology. 2008 Topics Meeting: Worm Genomics and Systems Biology, Cambridge, MA, USA, July 24, 2008 - July 25, 2008. (2008)