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
169702003
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
132561992
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1), 389-422, 2002
89362002
Feature extraction: foundations and applications
I Guyon, S Gunn, M Nikravesh, LA Zadeh
Springer, 2008
22732008
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 6, 737-744, 1993
16101993
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
9141994
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
8881993
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
7571995
A stability based method for discovering structure in clustered data
A Ben-Hur, A Elisseeff, I Guyon
Biocomputing 2002, 6-17, 2001
7482001
Result Analysis of the NIPS 2003 Feature Selection Challenge.
I Guyon, SR Gunn, A Ben-Hur, G Dror
NIPS 4, 545-552, 2004
6182004
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
5671995
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
5571994
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
4561989
Collective computational properties of neural networks: New learning mechanisms
L Personnaz, I Guyon, G Dreyfus
Physical Review A 34 (5), 4217, 1986
4201986
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
3501985
Discovering Informative Patterns and Data Cleaning.
I Guyon, N Matic, V Vapnik
Advances in knowledge discovery and data mining, 181-203, 1996
3381996
Automatic capacity tuning of very large VC-dimension classifiers
I Guyon, B Boser, V Vapnik
Advances in neural information processing systems, 147-155, 1993
3151993
Detecting stable clusters using principal component analysis
A Ben-Hur, I Guyon
Functional genomics, 159-182, 2003
2412003
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
2391991
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
2172014
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