Publications of B Schölkopf

Franz, M.; Kwon, Y.; Rasmussen, C.; Schölkopf, B.: Semi-supervised kernel regression using whitened function classes. In: Pattern Recognition: 26th DAGM Symposium, Tübingen, Germany, August 30 - September 1, 2004, pp. 18 - 26 (Eds. Rasmussen, C.; Bülthoff, H.; Schölkopf, B.; Giese, M.). 26th Annual Symposium of the German Association for Pattern Recognition (DAGM 2004), Tübingen, Germany, August 30, 2004 - September 01, 2004. Springer, Berlin, Germany (2004)

Franz, M.; Schölkopf, B.: Implicit estimation of Wiener series. In: 14th IEEE Signal Processing Society Workshop Machine Learning for Signal Processing 2004, pp. 735 - 744 (Eds. Barros, A.; Principe, J.; Larsen, J.; Adali, T.; Douglas, S.). 14th IEEE Signal Processing Society Workshop Machine Learning for Signal Processing (MLSP 2004), Sao Luis, Brazil , September 29, 2004 - October 01, 2004. IEEE Operations Center, Piscataway, NJ, USA (2004)

Kienzle, W.; BakIr, G.; Franz, M.; Schölkopf, B.: Efficient Approximations for Support Vector Machines in Object Detection. In: Pattern Recognition: 26th DAGM Symposium, Tübingen, Germany, August 30 - September 1, 2004, pp. 54 - 61 (Eds. Rasmussen, C.; Bülthoff, H.; Schölkopf, B.; Giese, M.). 26th Annual Symposium of the German Association for Pattern Recognition (DAGM 2004), Tübingen, Germany, August 30, 2003 - September 01, 2001. Springer, Berlin, Germany (2004)

Zhou, D.; Schölkopf, B.: Learning from Labeled and Unlabeled Data Using Random Walks. In: Pattern Recognition: 26th DAGM Symposium, Tübingen, Germany, August 30 - September 1, 2004, pp. 237 - 244 (Eds. Rasmussen, C.; Bülthoff, H.; Schölkopf, B.; Giese, M.). 26th Annual Symposium of the German Association for Pattern Recognition (DAGM 2004), Tübingen, Germany, August 30, 2004 - September 01, 2004. Springer, Berlin, Germany (2004)

Schölkopf, B.: Kernel Methods for Manifold Estimation. In: COMPSTAT 2004: Computational Statistics: 16th Symposium Held in Prague, Czech Republic, 2004, pp. 441 - 452 (Ed. Antoch, J.). 16th Symposium on Computational Statistics (COMPSTAT 2004), Praha, Czech Republic. (2004)

Ham, J.; Lee, D.; Mika, S.; Schölkopf, B.: A kernel view of the dimensionality reduction of manifolds. In: ICML '04: Twenty-First International Conference on Machine Learning, 47, pp. 369 - 376 (Eds. Greiner, R.; Schuurmans, D.). Twenty-first International Conference on Machine Learning (ICML 2004), Banff, Canada, July 04, 2004 - July 08, 2004. ACM Press, New York, NY, USA (2004)

Zhou, D.; Schölkopf, B.: A Regularization Framework for Learning from Graph Data. In: ICML 2004 Workshop on Statistical Relational Learning and Its Connections to Other Fields (SRL 2004), pp. 132 - 137. ICML 2004 Workshop on Statistical Relational Learning and Its Connections to Other Fields (SRL 2004), Banff, Canada, July 08, 2004. (2004)

Bakir, G.; Weston, J.; Schölkopf, B.: Learning to Find Pre-Images. In: Advances in Neural Information Processing Systems 16, pp. 449 - 456 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Whistler, BC, Canada, December 09, 2003 - December 11, 2003. MIT Press, Cambridge, MA, USA (2004)

Eichhorn, J.; Tolias, A.; Zien, A.; Kuss, M.; Rasmussen, C.; Weston, J.; Logothetis, N.; Schölkopf, B.: Prediction on Spike Data Using Kernel Algorithms. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 1367 - 1374 (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.; 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)

Kim, K.; Franz, M.; Schölkopf, B.: Kernel Hebbian Algorithm for single-frame super-resolution. In: ECCV 2004 Workshop on Statistical Learning in Computer Vision (SLCV 2004), pp. 135 - 149 (Eds. Leonardis, A.; Bischof, H.). ECCV 2004 Workshop on Statistical Learning in Computer Vision (SLCV 2004), Praha, Czech Republic, May 15, 2004. (2004)

Fröhlich, H.; Chapelle, O.; Schölkopf, B.: Feature Selection for Support Vector Machines Using Genetic Algorithms. In: 15th IEEE International Conference on Tools with Artificial Intelligence, Vol. 13, pp. 142 - 148. 15th IEEE International Conference on Tools with Artificial Intelligence 2003, Sacramento, CA, USA, November 05, 2003. IEEE Operations Center, Piscataway, NJ, USA (2003)

Shin, H.; Tsuda, K.; Schölkopf, B.: Protein Functional Class Prediction with a Combined Graph. In: Korean Data Mining Conference 2003, pp. 200 - 219. Korean Data Mining Conference 2003, Seoul, South Korea. (2003)

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)

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.: 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)

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)