An introduction to variable and feature selection I Guyon, A Elisseeff Journal of machine learning research 3 (Mar), 1157-1182, 2003 | 16601 | 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 | 12984 | 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 | 8746 | 2002 |
Feature extraction: foundations and applications I Guyon, S Gunn, M Nikravesh, LA Zadeh Springer, 2008 | 2226 | 2008 |
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 | 1520 | 1994 |
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 | 903 | 1994 |
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 | 830 | 1993 |
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 | 735 | 1995 |
A stability based method for discovering structure in clustered data A Ben-Hur, A Elisseeff, I Guyon Biocomputing 2002, 6-17, 2001 | 734 | 2001 |
Result Analysis of the NIPS 2003 Feature Selection Challenge. I Guyon, SR Gunn, A Ben-Hur, G Dror NIPS 4, 545-552, 2004 | 603 | 2004 |
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 | 552 | 1994 |
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 | 550 | 1995 |
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 | 426 | 1989 |
Collective computational properties of neural networks: New learning mechanisms L Personnaz, I Guyon, G Dreyfus Physical Review A 34 (5), 4217, 1986 | 416 | 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 | 341 | 1985 |
Discovering Informative Patterns and Data Cleaning. I Guyon, N Matic, V Vapnik Advances in knowledge discovery and data mining, 181-203, 1996 | 330 | 1996 |
Automatic capacity tuning of very large VC-dimension classifiers I Guyon, B Boser, V Vapnik Advances in neural information processing systems, 147-147, 1993 | 309 | 1993 |
Detecting stable clusters using principal component analysis A Ben-Hur, I Guyon Functional genomics, 159-182, 2003 | 239 | 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 | 235 | 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 | 212 | 2014 |