A Hilbert space embedding for distributions (2007)

by Alex Smola , Arthur Gretton , Le Song , Bernhard Schölkopf
Venue:In Algorithmic Learning Theory: 18th International Conference
Citations:53 - 26 self

Active Bibliography

35 A Review of Kernel Methods in Machine Learning – Thomas Hofmann, Bernhard Schölkopf, Alexander J. Smola - 2006
40 A kernel method for the two sample problem – Arthur Gretton, Karsten Borgwardt, Malte Rasch, Bernhard Schölkopf, Alexander Smola - 2007
1 A review of RKHS methods in machine learning – Thomas Hofmann, Bernhard Schölkopf, Alexander J. Smola - 2006
• Similarity, kernels, feature spaces • Positive definite kernels and their RKHS – Bernhard Schölkopf, Kernel Means, Representer Theorem, Training Set (x
6 Consistent Nonparametric Tests of Independence – Arthur Gretton, László Györfi - 2009
Feature Selection via Dependence Maximization – Le Song, Alex Smola, Justin Bedo, Karsten Borgwardt, Aapo Hyvärinen
16 Kernel Belief Propagation – Le Song, Arthur Gretton, Danny Bickson, Yucheng Low, Carlos Guestrin
Introduction to Machine Learning – Bernhard Schölkopf
34 Learning from multiple sources – Koby Crammer, Michael Kearns, Jennifer Wortman, Peter Bartlett - 2007
5 On the generalization ability of prototype-based classifiers with local relevance determination – Barbara Hammer, Frank-michael Schleif, Thomas Villmann - 2005
42 Statistical performance of support vector machines – Gilles Blanchard, Olivier Bousquet, Pascal Massart - 2008
3 New Theoretical Frameworks for Machine Learning – Maria-florina Balcan, Manuel Blum, Yishay Mansour, Tom Mitchell, Santosh Vempala - 2007
4 Human Rademacher Complexity – Xiaojin Zhu, Timothy T. Rogers, Bryan R. Gibson
17 Concentration-of-measure inequalities – Gábor Lugosi - 2004
32 Concentration inequalities – Stéphane Boucheron, Gábor Lugosi, Olivier Bousquet - 2004
38 On a theory of learning with similarity functions – Maria-florina Balcan, Avrim Blum, Nathan Srebro - 2006
Conference on Learning Theory, 2007. – Maria-florina Balcan, Avrim Blum, Nathan Srebro, M. -f. Balcan, A. Blum, A. Blum, N. Srebro
14 On the Performance of Clustering in Hilbert Spaces – Gérard Biau, Luc Devroye, Gábor Lugosi
Theoretical Foundations and Algorithms for . . . – Afshin Rostamizadeh - 2010