Andre Elisseeff
Andre Elisseeff
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An introduction to variable and feature selection
I Guyon, A Elisseeff
Journal of machine learning research 3 (Mar), 1157-1182, 2003
A kernel method for multi-labelled classification
A Elisseeff, J Weston
Advances in neural information processing systems, 681-687, 2002
Stability and generalization
O Bousquet, A Elisseeff
Journal of machine learning research 2 (Mar), 499-526, 2002
On kernel-target alignment
N Cristianini, J Shawe-Taylor, A Elisseeff, JS Kandola
Advances in neural information processing systems, 367-373, 2002
Use of the zero-norm with linear models and kernel methods
J Weston, A Elisseeff, B Schölkopf, M Tipping
Journal of machine learning research 3 (Mar), 1439-1461, 2003
A stability based method for discovering structure in clustered data
A Ben-Hur, A Elisseeff, I Guyon
Biocomputing 2002, 6-17, 2001
Semi-supervised protein classification using cluster kernels
J Weston, D Zhou, A Elisseeff, WS Noble, CS Leslie
Advances in neural information processing systems, 595-602, 2004
Embedded methods
TN Lal, O Chapelle, J Weston, A Elisseeff
Feature extraction, 137-165, 2006
Kernel dependency estimation
J Weston, O Chapelle, V Vapnik, A Elisseeff, B Schölkopf
Advances in neural information processing systems, 897-904, 2003
Using Markov blankets for causal structure learning
JP Pellet, A Elisseeff
Journal of Machine Learning Research 9 (Jul), 1295-1342, 2008
Leave-one-out error and stability of learning algorithms with applications
A Elisseeff, M Pontil
NATO science series sub series iii computer and systems sciences 190, 111-130, 2003
Subagging for credit scoring models
G Paleologo, A Elisseeff, G Antonini
European journal of operational research 201 (2), 490-499, 2010
Methods for feature selection in a learning machine
JAE Weston, A Elisseeff, B Schoelkopf, F Pérez-Cruz
US Patent 7,318,051, 2008
Protein ranking: from local to global structure in the protein similarity network
J Weston, A Elisseeff, D Zhou, CS Leslie, WS Noble
Proceedings of the National Academy of Sciences 101 (17), 6559-6563, 2004
Leave one out error, stability, and generalization of voting combinations of classifiers
T Evgeniou, M Pontil, A Elisseeff
Machine learning 55 (1), 71-97, 2004
Algorithmic stability and generalization performance
O Bousquet, A Elisseeff
Advances in Neural Information Processing Systems, 196-202, 2001
Causal feature selection
I Guyon, C Aliferis, A Elisseeff
Computational methods of feature selection, 63-82, 2007
Stability of randomized learning algorithms
A Elisseeff, T Evgeniou, M Pontil
Journal of Machine Learning Research 6 (Jan), 55-79, 2005
Feature selection and transduction for prediction of molecular bioactivity for drug design
J Weston, F Pérez-Cruz, O Bousquet, O Chapelle, A Elisseeff, B Schölkopf
Bioinformatics 19 (6), 764-771, 2003
A new multi-class SVM based on a uniform convergence result
Y Guermeur, A Elisseeff, H Paugam-Moisy
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural …, 2000
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