PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Arthur Gretton

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Number of EPrints submitted by this user: 34

The kernel mutual information
Arthur Gretton, Ralf Herbrich and Alex Smola
(2003) Technical Report. MPI for Biological Cybernetics Technical Report, Tuebingen,Germany.

Multivariate regression with stiefel constraints
Goekhan BakIr, Arthur Gretton, Matthias Franz and Bernhard Schoelkopf
(2004) Technical Report. MPI for Biological Cybernetics Techincal Report, Tuebingen, Germany.

Kernel Constrained Covariance for Dependence Measurement
Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Andrei Belitski, Mark Augath, Yusuke Murayama, Jon Pauls, Bernhard Schölkopf and Nikos Logothetis
In: AISTATS 2005, 6-8 Jan 2005, Barbados.

Multivariate Regression via Stiefel Constraints
Goekhan BakIr, Arthur Gretton, Matthias Franz and Bernhard Schölkopf
In: DAGM 2004, Aug 30-Sep 01 2004, Tuebingen, Germany.

Behaviour and Convergence of the Constrained Covariance
Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Bernhard Schoelkopf and Nikos Logothetis
(2004) Technical Report. MPI for Biological Cybernetics, Tuebingen, Germany.

Kernel Constrained Covariance for Dependence Measurement
Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Andrei Belitski, Mark Augath, Yusuke Murayama, John Pauls, Bernhard Schölkopf and Nikos Logothetis
In: AISTATS 2005, January 6-8, 2005, Barbados.

Measuring Statistical Dependence with Hilbert-Schmidt Norms
Arthur Gretton, Olivier Bousquet, Alex Smola and Bernhard Schölkopf
ALT05, Springer Lecture Notes in Computer Science Volume 3734, 2005. ISSN 3-540-29242-X

Statistical Convergence of Kernel CCA
K Fukumizu, F Bach and Arthur Gretton
In: NIPS 2005, Dec. 5 - Dec. 10, Vancouver, Canada.

Consistency of Kernel Canonical Correlation Analysis
Kenji Fukumizu, Francis Bach and Arthur Gretton
(2005) Technical Report. Institute of Statistical Mathematics, Tokyo, Japan.

Kernel Methods for Measuring Independence
Arthur Gretton, Ralf Herbrich, Alex Smola, Olivier Bousquet and Bernhard Schölkopf
JMLR 2005.

Kernel Methods for Dependence Testing in LFP-MUA
Arthur Gretton, Andrei Belitski, Yusuke Murayama, Bernhard Schölkopf and Nikos Logothetis
In: SFN 2005, Nov. 12 - Nov. 16, Washington DC USA.

Kernel Based Depdendence Detection in the Macaque Visual Cortex
Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Andrei Belitski, Mark Augath, Yusuke Murayama, Bernhard Schölkopf and Nikos Logothetis
In: Cosyne 2005, March 17-22 2005, Salt Lake City Utah USA.

An Online Support Vector Machine for Abnormal Events Detection
Manuel Davy, Frederic Desobry, Arthur Gretton and Christian Doncarli
Signal Processing 2002. ISSN 0165-1684

Measuring Statistical Dependence with Hilbert-Schmidt Norms
Arthur Gretton, Olivier Bousquet, Alex Smola and Bernhard Schölkopf
(2005) Technical Report. MPI for Biological Cybernetics, Tuebingen Germany.

Integrating structured biological data by Kernel Maximum Mean Discrepancy
K Borgwardt, Arthur Gretton, M Rasch, H.-P. Kriegel, Bernhard Schölkopf and Alex Smola
Bioinformatics Volume 22, Number 14, e49-e57, 2006.

The effect of artifacts on dependence measurement in fMRI.
Arthur Gretton, A Belitski, Y Murayama, Bernhard Schölkopf and N Logothetis
Magnetic Resonance Imaging Volume 24, Number 4, pp. 401-409, 2006.

Brisk Kernel ICA
S Jegelka and Arthur Gretton
In: Large Scale Kernel Machines (2006) MIT Press .

A Kernel Method for the Two-Sample-Problem
Arthur Gretton, K Borgwardt, M Rasch, Bernhard Schölkopf and Alex Smola
In: NIPS 2006, 04-09 December 2006, Vancouver Canada.

Correcting Sample Selection Bias by Unlabeled Data
J. Huang, Alex Smola, Arthur Gretton, K Borgwardt and Bernhard Schölkopf
In: NIPS 2006, 04-09 December 2006, Vancouver Canada.

Gene selection via the BAHSIC family of algorithms
Le Song, Justin Bedo, karsten borgwardt, Arthur Gretton and Alex Smola
Bioinformatics Volume 23, Number 13, i490-i498, 2007.

Statistical Consistency of Kernel Canonical Correlation Analysis
Kenji Fukumizu, Francis Bach and Arthur Gretton
JMLR Volume 8, pp. 361-383, 2007.

A Hilbert Space Embedding for Distributions
Alex Smola, Arthur Gretton, Le Song and Bernhard Schölkopf
In: ALT 2007, 01 Oct - 04 Oct 2007, Sendai, Japan.

A Dependence Maximization View of Clustering
Le Song, Alex Smola, Arthur Gretton and karsten borgwardt
In: ICML 2007, 20 June - June 24 2007, Oregon USA.

Supervised Feature Selection via Dependence Estimation
Le Song, Alex Smola, Arthur Gretton, karsten borgwardt and Justin Bedo
In: ICML 2007, 20 June - June 24 2007, Oregon USA.

Fast Kernel ICA using an Approximate Newton Method
Hao Shen, stefanie jegelka and Arthur Gretton
In: AISTATS 2007, 21 Mar - 24 Mar 2007, San Juan Puerto Rico.

A Kernel Test of Statistical Dependence
Arthur Gretton, kenji fukumizu, Choon Hui Teo, Le Song, Bernhard Schölkopf and Alex Smola
In: NIPS 2007, 03 Dec - 06 Dec 2007, Vancouver Canada.

Kernel Measures of Conditional Dependence
Kenji Fukumizu, Arthur Gretton, xiaohai sun and Bernhard Schölkopf
In: NIPS 2007, 03 Dec - 06 Dec 2007, Vancouver Canada.

Colored Maximum Variance Unfolding
Le Song, Alex Smola, Karsten Borgwardt and Arthur Gretton
In: NIPS 2007, 03 Dec - 06 Dec 2007, Vancouver Canada.

Nonparametric Independence Tests: Space Partitioning and Kernel Approaches.
A Gretton and L Gyorfi
In: ALT, October 13 - 16, 2008, Budapest.

Consistent Nonparametric Tests of Independence
Arthur Gretton and Laszlo Gyorfi
JMLR Volume 11, pp. 1391-1423, 2008.

Nonparametric tree graphical models
Le Song, Arthur Gretton and Carlos Guestrin
In: AISTATS 2010, Sardinia Italy(2010).

Hilbert Space Embeddings and Metrics on Probability Measures
Bharath Sriperumbudur, Arthur Gretton, Kenji Fukumizu, Bernhard Schölkopf and Gert Lanckriet
JMLR Volume 11, pp. 1517-1561, 2010.

Non-parametric estimation of integral probability metrics
Bharath Sriperumbudur, Kenji Fukumizu, Arthur Gretton, Bernhard Schölkopf and Gert Lanckriet
In: International Symposium on Information Theory(2010).

Characteristic Kernels on Structured Domains Excel in Robotics and Human Action Recognition
Somayeh Danafar, Arthur Gretton and Juergen Schmidhuber
In: Machine Learning and Knowledge Discovery in Databases(2010).