Isabelle Guyon
Isabelle Guyon
Université Paris-Saclay / INRIA / ChaLearn
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Cited by
Cited by
An introduction to variable and feature selection
I Guyon, A Elisseeff
Journal of machine learning research 3 (Mar), 1157-1182, 2003
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1), 389-422, 2002
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
Feature extraction: foundations and applications
I Guyon, S Gunn, M Nikravesh, LA Zadeh
Springer, 2008
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
Comparison of learning algorithms for handwritten digit recognition
Y LeCun, LD Jackel, L Bottou, A Brunot, C Cortes, J Denker, H Drucker, ...
International conference on artificial neural networks 60, 53-60, 1995
A stability based method for discovering structure in clustered data
A Ben-Hur, A Elisseeff, I Guyon
Biocomputing 2002, 6-17, 2001
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
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
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
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
Collective computational properties of neural networks: New learning mechanisms
L Personnaz, I Guyon, G Dreyfus
Physical Review A 34 (5), 4217, 1986
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
Discovering Informative Patterns and Data Cleaning.
I Guyon, N Matic, V Vapnik
Advances in knowledge discovery and data mining, 181-203, 1996
Automatic capacity tuning of very large VC-dimension classifiers
I Guyon, B Boser, V Vapnik
Advances in neural information processing systems, 147-155, 1993
Detecting stable clusters using principal component analysis
A Ben-Hur, I Guyon
Functional genomics, 159-182, 2003
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
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
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
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