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Alex Smola

 

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Alex Smola

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Articles (7):

Song L , Smola A Person, Gretton A Person, Bedo J and Borgwardt K Person (May-2012) Feature Selection via Dependence Maximization Journal of Machine Learning Research 13 1393-1434.
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Gretton A Person, Borgwardt K Person, Rasch M Person, Schölkopf B Person and Smola A Person (March-2012) A Kernel Two-Sample Test Journal of Machine Learning Research 13 723−773.
Thoma M , Cheng H , Gretton A Person, Han J , Kriegel H-P , Smola AJ Person, Song L , Yu PS , Yan X and Borgwardt KM Person (October-2010) Discriminative frequent subgraph mining with optimality guarantees Statistical Analysis and Data Mining 3(5) 302–318.
Song L , Bedo J , Borgwardt KM Person, Gretton A Person and Smola A Person (July-2007) Gene selection via the BAHSIC family of algorithms Bioinformatics 23(13: ISMB/ECCB 2007 Conference Proceedings) i490-i498.
Borgwardt KM Person, Gretton A Person, Rasch M Person, Kriegel H-P , Schölkopf B Person and Smola A Person (August-2006) Integrating Structured Biological data by Kernel Maximum Mean Discrepancy Bioinformatics 22(4: ISMB 2006 Conference Proceedings) e49-e57.
Vishwanathan SVN , Borgwardt KM Person, Guttman O and Smola AJ Person (March-2006) Kernel extrapolation Neurocomputing 69(7-9) 721-729.
Borgwardt KM Person, Ong CS Person, Schönauer S , Vishwanathan , Smola AJ Person and Kriegel H-P (June-2005) Protein function prediction via graph kernels Bioinformatics 21(Suppl. 1: ISMB 2005 Proceedings) i47-i56.
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Conference papers (8):

Gretton A Person, Borgwardt KM Person, Rasch M Person, Schölkopf B Person and Smola A Person (September-2007) A Kernel Method for the Two-Sample-Problem In: Advances in Neural Information Processing Systems 19, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), MIT Press, Cambridge, MA, USA, 513-520.
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Huang J Person, Smola A Person, Gretton A Person, Borgwardt KM Person and Schölkopf B Person (September-2007) Correcting Sample Selection Bias by Unlabeled Data In: Advances in Neural Information Processing Systems 19, Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006), MIT Press, Cambridge, MA, USA, 601-608.
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Gretton A Person, Borgwardt KM Person, Rasch M Person, Schölkopf B Person and Smola AJ Person (July-2007) A Kernel Approach to Comparing Distributions Twenty-Second AAAI Conference on Artificial Intelligence (IAAI-07), AAAI Press, Menlo Park, CA, USA, 1637-1641.
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Song L , Smola AJ Person, Gretton A Person and Borgwardt KM Person (June-2007) A Dependence Maximization View of Clustering Twenty-Fourth Annual International Conference on Machine Learning (ICML 2007), ACM Press, New York, NY, USA, 815-822.
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Song L , Smola AJ Person, Gretton A Person, Borgwardt KM Person and Bedo J (June-2007) Supervised Feature Selection via Dependence Estimation Twenty-Fourth Annual International Conference on Machine Learning (ICML 2007), ACM Press, New York, NY, USA, 823-830.
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Borgwardt KM Person, Guttman O , Vishwanathan SVN and Smola AJ Person (April-2005) Joint Regularization 13th European Symposium on Artificial Neural Networks (ESANN 2005), d-side, Evere, Belgium, 455-460.
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Gretton A Person, Smola AJ Person, Bousquet O Person, Herbrich R , Belitski A Person, Augath M Person, Murayama Y Person, Pauls J Person, Schölkopf B Person and Logothetis NK Person (January-2005) Kernel Constrained Covariance for Dependence Measurement In: AISTATS 2005, Tenth International Workshop on Artificial Intelligence and Statistics (AI & Statistics 2005), 112-119.
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Williamson RC , Smola AJ Person and Schölkopf B Person (July-2000) Entropy Numbers of Linear Function Classes. 13th Annual Conference on Computational Learning Theory (COLT 2000), Morgan Kaufmann, San Francisco, CA, USA, 309-319.

Contributions to books (1):

Gretton A Person, Smola AJ Person, Huang J Person, Schmittfull M Person, Borgwardt KM Person and Schölkopf B Person: Covariate Shift by Kernel Mean Matching, 131-160. In: Dataset Shift in Machine Learning, (Ed) J. Quiñonero Candela, MIT Press, Cambridge, MA, USA, (February-2009).
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Technical reports (1):

Gretton A Person, Borgwardt K Person, Rasch M Person, Schölkopf B Person and Smola A Person: A Kernel Method for the Two-sample Problem, 157, Max-Planck-Institute for Biological Cybernetics Tübingen, (April-2008).
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Last updated: Tuesday, 18.11.2014