About
Discord Stateoftheart AI
GitHub

Publications

319

Cited by

99965

Isabelle Guyon

machine learning

Université Paris-Saclay / INRIA / ChaLearn

Papers and Citations

1 - 50
An introduction to variable and feature selection
2003
Isabelle Guyon
A Elisseeff
Cited by 16015
A training algorithm for optimal margin classifiers
1992
Isabelle Guyon
Isabelle Guyon
VN Vapnik
Cited by 12554
Gene selection for cancer classification using support vector machines
2002
Jason Weston
Isabelle Guyon
S Barnhill
+1
Cited by 8440
Feature extraction: foundations and applications
2008
Isabelle Guyon
Lotfi A. Zadeh
S Gunn
+1
Cited by 2134
Signature verification using a" siamese" time delay neural network
1994
Yann LeCun
Isabelle Guyon
Isabelle Guyon
+2
Cited by 1970
Comparison of learning algorithms for handwritten digit recognition
1995
Isabelle Guyon
Isabelle Guyon
Yann LeCun
+9
Cited by 1226
Comparison of classifier methods: a case study in handwritten digit recognition
1994
Leon Bottou
Corinna Cortes
Yann LeCun
+8
Cited by 871
A stability based method for discovering structure in clustered data
2001
Isabelle Guyon
Isabelle Guyon
A Elisseeff
Cited by 724
Result analysis of the nips 2003 feature selection challenge
2004
Isabelle Guyon
Steve Gunn
Asa Ben-Hur
+1
Cited by 573
UNIPEN project of on-line data exchange and recognizer benchmarks
1994
Isabelle Guyon
Isabelle Guyon
S Janet
+2
Cited by 525
Learning algorithms for classification: A comparison on handwritten digit recognition
1995
Isabelle Guyon
Isabelle Guyon
Yann LeCun
+8
Cited by 524
Collective computational properties of neural networks: New learning mechanisms
1986
Isabelle Guyon
Gerard Dreyfus
L Personnaz
Cited by 411
Handwritten digit recognition: Applications of neural network chips and automatic learning
1989
Hans Peter Graf
Isabelle Guyon
Isabelle Guyon
+6
Cited by 391
Information storage and retrieval in spin-glass like neural networks
1985
Gerard Dreyfus
Isabelle Guyon
L Personnaz
Cited by 343
Discovering Informative Patterns and Data Cleaning.
1996
Isabelle Guyon
N Matic
V Vapnik
Cited by 319
Automatic capacity tuning of very large VC-dimension classifiers
1993
Isabelle Guyon
Bernhard Boser
B Boser
Cited by 296
Clustering: Science or art?
2012
Isabelle Guyon
Robert C. Williamson
Isabelle Guyon
Cited by 282
Design of a neural network character recognizer for a touch terminal
1991
Isabelle Guyon
Yann LeCun
P Albrecht
+2
Cited by 237
Detecting stable clusters using principal component analysis
2003
Isabelle Guyon
Isabelle Guyon
Cited by 235
On-line cursive script recognition using time-delay neural networks and hidden Markov models
1995
M. Schenkel
Isabelle Guyon
D Henderson
Cited by 199
Chalearn looking at people challenge 2014: Dataset and results
2014
Hugo Jair Escalante
Xavier Baró
Sergio Escalera
+7
Cited by 188
Multi-modal gesture recognition challenge 2013: Dataset and results
2013
Isabelle Guyon
Isabelle Guyon
Sergio Escalera
+5
Cited by 182
What size test set gives good error rate estimates?
1998
Isabelle Guyon
J Makhoul
V Vapnik
+1
Cited by 173
Explainable and interpretable models in computer vision and machine learning
2018
Umut Güçlü
Isabelle Guyon
Xavier Baró
+4
Cited by 172
Chalearn looking at people rgb-d isolated and continuous datasets for gesture recognition
2016
Isabelle Guyon
Yibing Zhao
Stan Z. Li
+5
Cited by 171
ChaLearn Looking at People 2015: Apparent Age and Cultural Event Recognition Datasets and Results
2015
Jordi Gonzàlez
Isabelle Guyon
Isabelle Guyon
+6
Cited by 158
Structural risk minimization for character recognition
1992
Isabelle Guyon
Leon Bottou
SA Solla
+2
Cited by 156
Pattern recognition system using support vectors
1997
Isabelle Guyon
Isabelle Guyon
V Vapnik
Cited by 155
Neural network recognizer for hand-written zip code digits
1989
Hans Peter Graf
Isabelle Guyon
Henry S Baird
+6
Cited by 146
Methods of identifying patterns in biological systems and uses thereof
2006
Isabelle Guyon
Jason Weston
Cited by 146
Method for enhancing knowledge discovered from biological data using a learning machine
2004
Isabelle Guyon
Jason Weston
S Barnhill
Cited by 143
A survey on deep learning based approaches for action and gesture recognition in image sequences
2017
Isabelle Guyon
Maryam Asadi-Aghbolaghi
Xavier Baró
+6
Cited by 139
A scaling law for the validation-set training-set size ratio
1997
Isabelle Guyon
Cited by 130
Data mining platform for bioinformatics and other knowledge discovery
2008
R Doursat
EP Reiss
Jason Weston
+1
Cited by 129
Applications of neural networks to character recognition
1991
Isabelle Guyon
Cited by 127
System for identifying patterns in biological data using a distributed network
2004
Isabelle Guyon
Jason Weston
S Barnhill
Cited by 123
Causal feature selection
2007
Isabelle Guyon
A Elisseeff
C Aliferis
Cited by 123
Chalearn lap 2016: First round challenge on first impressions-dataset and results
2016
Víctor Ponce-López
Isabelle Guyon
Hugo Jair Escalante
+6
Cited by 107
Chalearn gesture challenge: Design and first results
2012
Isabelle Guyon
Isabelle Guyon
Vassilis Athitsos
+2
Cited by 105
Design of a linguistic postprocessor using variable memory length Markov models
1995
Fernando Pereira
Isabelle Guyon
Cited by 101
Storage and retrieval of complex sequences in neural networks
1988
JP Nadal
L Personnaz
Gerard Dreyfus
+1
Cited by 99
Practical feature selection: from correlation to causality
2008
Isabelle Guyon
Cited by 97
Data sets for OCR and document image understanding research
1997
Isabelle Guyon
Isabelle Guyon
Robert M. Haralick
+1
Cited by 91
The Higgs boson machine learning challenge
2015
Balazs KEGL
Isabelle Guyon
C Adam-Bourdarios
+3
Cited by 89
System and method for remote melanoma screening
2013
SD Barnhill
Isabelle Guyon
Cited by 88
The ChaLearn gesture dataset (CGD 2011)
2014
Vassilis Athitsos
Isabelle Guyon
Isabelle Guyon
+1
Cited by 87
Design of the 2015 chalearn automl challenge
2015
Sergio Escalera
Alexander Statnikov
Tin Kam Ho
+8
Cited by 84
Competitive baseline methods set new standards for the NIPS 2003 feature selection benchmark
2007
M Uhr
J Li
T Mader
+3
Cited by 81
Chalearn joint contest on multimedia challenges beyond visual analysis: An overview
2016
Isabelle Guyon
Sergio Escalera
Xavier Baró
+9
Cited by 79
Results of the active learning challenge
2011
Isabelle Guyon
Isabelle Guyon
Gavin C Cawley
+1
Cited by 79