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Isabelle Guyon
Isabelle Guyon
Université Paris-Saclay / INRIA / ChaLearn
Dirección de correo verificada de chalearn.org - Página principal
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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
196262003
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
155801992
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46, 389-422, 2002
105212002
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, 1993
38161993
Feature extraction: foundations and applications
I Guyon, S Gunn, M Nikravesh, LA Zadeh
Springer, 2008
26392008
Advances in neural information processing systems
H Lyu, N Sha, S Qin, M Yan, Y Xie, R Wang
Advances in neural information processing systems 32, 2019
2221*2019
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
9691994
Comparison of learning algorithms for handwritten digit recognition
Y LeCun, L Jackel, L Bottou, A Brunot, C Cortes, J Denker, H Drucker, ...
International conference on artificial neural networks 60 (1), 53-60, 1995
8721995
A stability based method for discovering structure in clustered data
A Ben-Hur, A Elisseeff, I Guyon
Biocomputing 2002, 6-17, 2001
8002001
Result analysis of the NIPS 2003 feature selection challenge
I Guyon, S Gunn, A Ben-Hur, G Dror
Advances in neural information processing systems 17, 2004
7552004
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
7091995
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
6341989
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
5831994
Collective computational properties of neural networks: New learning mechanisms
L Personnaz, I Guyon, G Dreyfus
Physical Review A 34 (5), 4217, 1986
4551986
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
3751985
Discovering Informative Patterns and Data Cleaning.
I Guyon, N Matic, V Vapnik
Advances in knowledge discovery and data mining, 181-203, 1996
3551996
Automatic capacity tuning of very large VC-dimension classifiers
I Guyon, B Boser, V Vapnik
Advances in neural information processing systems 5, 1992
3541992
Detecting stable clusters using principal component analysis
A Ben-Hur, I Guyon
Functional Genomics: Methods and Protocols, 159-182, 2003
2812003
Advances in neural information processing systems
SM Lundberg, SI Lee, I Guyon, UV Luxburg
Guyon, UV Luxburg, S. Bengio, H. Wallach, R. Fergus, S. Vishwanathan, R …, 2017
2792017
Curran Associates
I Guyon, UV Luxburg, S Bengio, H Wallach, R Fergus, S Vishwanathan, ...
Inc.: Red Hook, NY, USA 30, 2017
2752017
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