Suchergebnisse

Zeitschriftenartikel (8)

  1. 1.
    Zeitschriftenartikel
    Gretton, A.; Borgwardt, K.; Rasch, M.; Schölkopf, B.; Smola, A.: A Kernel Two-Sample Test. Journal of Machine Learning Research 13, S. 723 - 773 (2012)
  2. 2.
    Zeitschriftenartikel
    Song, L.; Smola, A.; Gretton, A.; Bedo, J.; Borgwardt, K.: Feature Selection via Dependence Maximization. Journal of Machine Learning Research 13, S. 1393 - 1434 (2012)
  3. 3.
    Zeitschriftenartikel
    Thoma, M.; Cheng, H.; Gretton, A.; Han, J.; Kriegel, H.-P.; Smola, A.; Song, L.; Yu, P.; Yan, X.; Borgwardt, K.: Discriminative frequent subgraph mining with optimality guarantees. Statistical Analysis and Data Mining 3 (5), S. 302 - 318 (2010)
  4. 4.
    Zeitschriftenartikel
    Vishwanathan, S.; Borgwardt, K.; Guttman, O.; Smola, A.: Kernel extrapolation. Neurocomputing 69 (7-9), S. 721 - 729 (2006)
  5. 5.
    Zeitschriftenartikel
    Gretton, A.; Herbrich, R.; Smola, A.; Bousquet, O.; Schölkopf, B.: Kernel Methods for Measuring Independence. The Journal of Machine Learning Research 6, S. 2075 - 2129 (2005)
  6. 6.
    Zeitschriftenartikel
    Ong, C.; Smola, A.; Williamson, R.: Learning the Kernel with Hyperkernels. The Journal of Machine Learning Research 6, S. 1043 - 1071 (2005)
  7. 7.
    Zeitschriftenartikel
    Borgwardt, K.; Ong, C.; Schönauer S, Vishwanathan , Smola, A.; Kriegel, H.-P.: Protein function prediction via graph kernels. Bioinformatics 21 (Suppl. 1: ISMB 2005 Proceedings), S. i47 - i56 (2005)
  8. 8.
    Zeitschriftenartikel
    Chalimourda, A.; Schölkopf, B.; Smola, A.: Experimentally optimal ν in support vector regression for different noise models and parameter settings. Neural networks 18 (2), S. 205 - 205 (2005)

Buchkapitel (2)

  1. 9.
    Buchkapitel
    Gretton, A.; Smola, A.; Huang, J.; Schmittfull, M.; Borgwardt, K.; Schölkopf, B.: Covariate Shift by Kernel Mean Matching. In: Dataset Shift in Machine Learning, S. 131 - 160 (Hg. Quiñonero-Candela, J.; Sugiyama, M.; Schwaighofer, A.; Lawrence, N.). MIT Press, Cambridge, MA, USA (2009)
  2. 10.
    Buchkapitel
    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)

Konferenzbeitrag (20)

  1. 11.
    Konferenzbeitrag
    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)
  2. 12.
    Konferenzbeitrag
    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)
  3. 13.
    Konferenzbeitrag
    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)
  4. 14.
    Konferenzbeitrag
    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)
  5. 15.
    Konferenzbeitrag
    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)
  6. 16.
    Konferenzbeitrag
    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)
  7. 17.
    Konferenzbeitrag
    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)
  8. 18.
    Konferenzbeitrag
    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)
  9. 19.
    Konferenzbeitrag
    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)
  10. 20.
    Konferenzbeitrag
    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)
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