Isabelle Guyon
Isabelle Guyon
Université Paris-Saclay / INRIA / ChaLearn
Verified email at chalearn.org - Homepage
Title
Cited by
Cited by
Year
An introduction to variable and feature selection
I Guyon, A Elisseeff
Journal of machine learning research 3 (Mar), 1157-1182, 2003
166012003
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
129841992
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1), 389-422, 2002
87462002
Feature extraction: foundations and applications
I Guyon, S Gunn, M Nikravesh, LA Zadeh
Springer, 2008
22262008
Signature verification using a" siamese" time delay neural network
J Bromley, I Guyon, Y LeCun, E Säckinger, R Shah
Advances in neural information processing systems, 737-737, 1994
15201994
Comparison of classifier methods: a case study in handwritten digit recognition
L Bottou, C Cortes, JS Denker, H Drucker, I Guyon, LD Jackel, Y LeCun, ...
Proceedings of the 12th IAPR International Conference on Pattern Recognition …, 1994
9031994
Signature verification using a “siamese” time delay neural network
J Bromley, JW Bentz, L Bottou, I Guyon, Y LeCun, C Moore, E Säckinger, ...
International Journal of Pattern Recognition and Artificial Intelligence 7 …, 1993
8301993
Comparison of learning algorithms for handwritten digit recognition
Y LeCun, LD Jackel, L Bottou, A Brunot, C Cortes, JS Denker, H Drucker, ...
International conference on artificial neural networks 60, 53-60, 1995
7351995
A stability based method for discovering structure in clustered data
A Ben-Hur, A Elisseeff, I Guyon
Biocomputing 2002, 6-17, 2001
7342001
Result Analysis of the NIPS 2003 Feature Selection Challenge.
I Guyon, SR Gunn, A Ben-Hur, G Dror
NIPS 4, 545-552, 2004
6032004
UNIPEN project of on-line data exchange and recognizer benchmarks
I Guyon, L Schomaker, R Plamondon, M Liberman, S Janet
Proceedings of the 12th IAPR International Conference on Pattern Recognition …, 1994
5521994
Learning algorithms for classification: A comparison on handwritten digit recognition
Y LeCun, LD Jackel, L Bottou, C Cortes, JS Denker, H Drucker, I Guyon, ...
Neural networks: the statistical mechanics perspective 261 (276), 2, 1995
5501995
Handwritten digit recognition: Applications of neural network chips and automatic learning
Y Le Cun, LD Jackel, B Boser, JS Denker, HP Graf, I Guyon, D Henderson, ...
IEEE Communications Magazine 27 (11), 41-46, 1989
4261989
Collective computational properties of neural networks: New learning mechanisms
L Personnaz, I Guyon, G Dreyfus
Physical Review A 34 (5), 4217, 1986
4161986
Information storage and retrieval in spin-glass like neural networks
L Personnaz, I Guyon, G Dreyfus
Journal de Physique Lettres 46 (8), 359-365, 1985
3411985
Discovering Informative Patterns and Data Cleaning.
I Guyon, N Matic, V Vapnik
Advances in knowledge discovery and data mining, 181-203, 1996
3301996
Automatic capacity tuning of very large VC-dimension classifiers
I Guyon, B Boser, V Vapnik
Advances in neural information processing systems, 147-147, 1993
3091993
Detecting stable clusters using principal component analysis
A Ben-Hur, I Guyon
Functional genomics, 159-182, 2003
2392003
Design of a neural network character recognizer for a touch terminal
I Guyon, P Albrecht, Y Le Cun, J Denker, W Hubbard
Pattern recognition 24 (2), 105-119, 1991
2351991
Chalearn looking at people challenge 2014: Dataset and results
S Escalera, X Baró, J Gonzalez, MA Bautista, M Madadi, M Reyes, ...
European Conference on Computer Vision, 459-473, 2014
2122014
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