Publikationen von AJ Smola

Smola, A.; Bartlett, P.; Schölkopf, B.; Schuurmans, D.: Advances in Large Margin Classifiers. MIT Press, Cambridge, MA, USA (2000), 412 S.

Gretton, A.; Smola, A.; Huang, J.; Schmittfull, M.; Borgwardt, K.; Schölkopf, B.: Covariate Shift by Kernel Mean Matching. In: Dataset Shift in Machine Learning, 8, S. 131 - 160 (Hg. Quiñonero-Candela, J.; Sugiyama, M.; Schwaighofer, A.; Lawrence, N.). MIT Press, Cambridge, MA, USA (2009)

Altun, Y.; Smola, A.: Density Estimation of Structured Outputs in Reproducing Kernel Hilbert Spaces. In: Predicting Structured Data, S. 283 - 300 (Hg. Bakır, G.; Hofmann, T.; Schölkopf, B.; Smola, A.; Taskar, B. et al.). MIT Press, Cambridge, MA, USA (2007)

Schölkopf, B.; Smola, A.: Support Vector Machines and Kernel Algorithms. In: Encyclopedia of Biostatistics, Bd. 8, 2. Aufl., S. 5328 - 5335 (Hg. Armitage, P.; Colton, T.). Wiley, Chichester, UK (2005)

Schölkopf, B.; Smola, A.: Support Vector Machines. In: Handbook of Brain Theory and Neural Networks, 2. Aufl., S. 1119 - 1125 (Hg. Arbib, M.). MIT Press, Cambridge, MA, USA (2003)

Oliver, N.; Schölkopf, B.; Smola, A.: Natural Regularization from Generative Models. In: Advances in Large Margin Classifiers, S. 51 - 60 (Hg. Smola, A.; Bartlett, P.; Schölkopf, B.; Schuurmans, D.). MIT Press, Cambridge, MA, USA (2000)

Rätsch, G.; Schölkopf, B.; Mika, S.; Onoda, T.; Smola, A.; Müller, K.-R.: Robust ensemble learning. In: Advances in Large Margin Classifiers, S. 207 - 220 (Hg. Smola, A.; Bartlett, P.; Schölkopf, B.; Schuurmans, D.). MIT Press, Cambridge, MA, USA (2000)

Advances in Kernel Methods: Support Vector Learning. Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Breckenridge, CO, USA, 01. Dezember 1997 - 06. Dezember 1997. MIT Press, Cambridge, MA, USA (1999), 376 S.

Thoma, M.; Cheng, H.; Gretton, A.; Han, J.; Kriegel, H.-P.; Smola, A.; Song, L.; Yu, P.; Yan, X.; Borgwardt, K.: Near-optimal supervised feature selection among frequent subgraphs. In: 9th SIAM Conference on Data Mining (SDM 2009), S. 1076 - 1087 (Hg. Park, H.; Parthasarathy, S.; Liu, H.). 9th SIAM Conference on Data Mining (SDM 2009), Sparks, NV, USA, 30. April 2009 - 02. Mai 2009. Philadelphia, PA, USA, Society for Industrial and Applied Mathematics (2009)

Gretton, A.; Fukumizu, K.; Teo, C.; Song , L.; Schölkopf, B.; Smola, A.: A Kernel Statistical Test of Independence. In: Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007, S. 585 - 592 (Hg. Platt, J.; Koller, D.; Singer, Y.; Roweis, S.). Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Vancouver, BC, Canada, 03. Dezember 2007 - 06. Dezember 2007. Curran, Red Hook, NY, USA (2008)

Song, L.; Smola, A.; Borgwardt, K.; Gretton, A.: Colored Maximum Variance Unfolding. In: Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007, S. 1385 - 1392 (Hg. Platt, C.; Koller, D.; Singer, Y.; Roweis, S.). Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Vancouver, BC, Canada, 03. Dezember 2007 - 06. Dezember 2007. Curran, Red Hook, NY, USA (2008)

Borgwardt, K.; Yan, X.; Thoma, M.; Cheng, H.; Gretton, A.; Song, L.; Smola, A.; Han, J.; Hu, P.; Kriegel, H.-P.: Combining near-optimal feature selection with gSpan. In: 6th International Workshop on Mining and Learning with Graphs (MLG 2008), S. 1 - 3. 6th International Workshop on Mining and Learning with Graphs (MLG 2008), Helsinki, Finland, 04. Juli 2008 - 05. Juli 2008. (2008)

Song, L.; Zhang, X.; Smola, A.; Gretton, A.; Schölkopf, B.: Tailoring density estimation via reproducing kernel moment matching. In: ICML '08: Proceedings of the 25th international conference on Machine learning, S. 992 - 999 (Hg. Cohen, W.; McCallum, A.; Roweis, S.). 25th International Conference on Machine Learning (ICML 2008), Helsinki, Finland, 05. Juli 2008 - 08. Juli 2008. ACM Press, New York, NY, USA (2008)

Gretton, A.; Borgwardt, K.; Rasch, M.; Schölkopf, B.; Smola, A.: A Kernel Method for the Two-Sample-Problem. In: Advances in Neural Information Processing Systems 19, S. 513 - 520 (Hg. Schölkopf, B.; Platt, J.; Hoffman, T.). Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), Vancouver, BC, Canada, 04. Dezember 2006 - 07. Dezember 2006. MIT Press, Cambridge, MA, USA (2007)

Huang, J.; Smola, A.; Gretton, A.; Borgwardt, K.; Schölkopf, B.: Correcting Sample Selection Bias by Unlabeled Data. In: Advances in Neural Information Processing Systems 19, S. 601 - 608 (Hg. Schölkopf, B.; Platt, J.; Hoffman, T.). Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), Vancouver, BC, Canada, 04. Dezember 2006 - 07. Dezember 2006. MIT Press, Cambridge, MA, USA (2007)

Teo, C.; Smola, A.; Vishwanathan, S.; Le, Q.: A scalable modular convex solver for regularized risk minimization. In: KDD '07: 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, S. 727 - 736 (Hg. Berkhin, P.; Caruana, R.; Wu, X.). 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '07), San Jose, CA, USA, 12. August 2007 - 15. August 2007. ACM Press, New York, NY, USA (2007)

Gretton, A.; Borgwardt, K.; Rasch, M.; Schölkopf, B.; Smola, A.: A Kernel Approach to Comparing Distributions. In: Twenty-Second AAAI Conference on Artificial Intelligence (IAAI-07), S. 1637 - 1641. Twenty-Second AAAI Conference on Artificial Intelligence (IAAI-07), Vancouver, BC, Canada, 22. Juli 2007 - 26. Juli 2007. AAAI Press, Menlo Park, CA, USA (2007)

Song, L.; Bedo, J.; Borgwardt, K.; Gretton, A.; Smola, A.: Gene selection via the BAHSIC family of algorithms. 15th Annual International Conference on Intelligent Systems for Molecular Biology & 6th European Conference on Computational Biology (ISMB/ECCB 2007), Wien, Austria, 21. Juli 2007 - 25. Juli 2007. Bioinformatics 23 (13: ISMB/ECCB 2007 Conference Proceedings), S. i490 - i498 (2007)

Song, L.; Smola, A.; Gretton, A.; Borgwardt, K.: A Dependence Maximization View of Clustering. In: ICML '07: 24th International Conference on Machine Learning, S. 815 - 822 (Hg. Ghahramani, Z.). Twenty-Fourth Annual International Conference on Machine Learning (ICML 2007), Corvallis, OR, USA, 20. Juni 2007 - 24. Juni 2007. ACM Press, New York, NY, USA (2007)

Song, L.; Smola, A.; Gretton, A.; Borgwardt, K.; Bedo, J.: Supervised Feature Selection via Dependence Estimation. In: ICML '07: 24th International Conference on Machine Learning, S. 823 - 830 (Hg. Ghahramani, Z.). 24th Annual International Conference on Machine Learning (ICML 2007), Corvallis, OR, USA, 20. Juni 2007 - 24. Juni 2007. ACM Press, New York, NY, USA (2007)