Isabelle Guyon
Isabelle Guyon
ClopiNet / ChaLearn
Verified email at chalearn.org - Homepage
TitleCited byYear
An introduction to variable and feature selection
I Guyon, A Elisseeff
Journal of machine learning research 3 (Mar), 1157-1182, 2003
137272003
An introduction to variable and feature selection
I Guyon, A Elisseeff
Journal of machine learning research 3 (Mar), 1157-1182, 2003
134222003
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
109051992
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1-3), 389-422, 2002
72882002
Feature extraction: foundations and applications
I Guyon, S Gunn, M Nikravesh, LA Zadeh
Springer, 2008
18752008
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, 737-744, 1994
12741994
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, ...
International conference on pattern recognition, 77-77, 1994
7831994
A stability based method for discovering structure in clustered data
A Ben-Hur, A Elisseeff, I Guyon
Biocomputing 2002, 6-17, 2001
6672001
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
6121995
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
4941994
Result analysis of the NIPS 2003 feature selection challenge
I Guyon, S Gunn, A Ben-Hur, G Dror
Advances in neural information processing systems, 545-552, 2005
4672005
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, 1995
4421995
Collective computational properties of neural networks: New learning mechanisms
L Personnaz, I Guyon, G Dreyfus
Physical Review A 34 (5), 4217, 1986
3971986
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
3391985
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
3121989
Discovering Informative Patterns and Data Cleaning.
I Guyon, N Matic, V Vapnik
Advances in knowledge discovery and data mining, 181-203, 1996
3041996
Automatic capacity tuning of very large VC-dimension classifiers
I Guyon, B Boser, V Vapnik
Advances in neural information processing systems, 147-155, 1993
2571993
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
2291991
Detecting stable clusters using principal component analysis
A Ben-Hur, I Guyon
Functional genomics, 159-182, 2003
2092003
On-line cursive script recognition using time-delay neural networks and hidden Markov models
M Schenkel, I Guyon, D Henderson
Machine Vision and Applications 8 (4), 215-223, 1995
1951995
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