About
Discord Stateoftheart AI
GitHub

Publications

323

Cited by

54845

Isabelle Guyon

machine learning
Université Paris-Saclay

France

Papers and Citations

1 - 50
A training algorithm for optimal margin classifiers
1992
Isabelle Guyon
Isabelle Guyon
VN Vapnik
Cited by 12554
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
Handwritten digit recognition: Applications of neural network chips and automatic learning
1989
Hans Peter Graf
Isabelle Guyon
Isabelle Guyon
+6
Cited by 391
Clustering: Science or art?
2012
Isabelle Guyon
Robert C. Williamson
Isabelle Guyon
Cited by 282
Detecting stable clusters using principal component analysis
2003
Isabelle Guyon
Isabelle Guyon
Cited by 235
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
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
Pattern recognition system using support vectors
1997
Isabelle Guyon
Isabelle Guyon
V Vapnik
Cited by 155
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 gentle introduction to support vector machines in biomedicine: Theory and methods
2011
Isabelle Guyon
Cited by 131
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
Data sets for OCR and document image understanding research
1997
Isabelle Guyon
Isabelle Guyon
Robert M. Haralick
+1
Cited by 91
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
Design and analysis of the causation and prediction challenge
2008
Peter Spirtes
Isabelle Guyon
Constantin Aliferis
+4
Cited by 82
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
Chalearn looking at people and faces of the world: Face analysis workshop and challenge 2016
2016
Michel Valstar
Isabelle Guyon
Hugo Jair Escalante
+8
Cited by 74
Challenges in multi-modal gesture recognition
2017
Isabelle Guyon
Vassilis Athitsos
Isabelle Guyon
Cited by 73
Analysis of the kdd cup 2009: Fast scoring on a large orange customer database
2009
Gideon Dror
Isabelle Guyon
Isabelle Guyon
+2
Cited by 71
Results and analysis of the chalearn gesture challenge 2012
2012
Isabelle Guyon
Isabelle Guyon
Vassilis Athitsos
+2
Cited by 61
Learning functional causal models with generative neural networks
2018
Philippe Caillou
David Lopez-Paz
Olivier Goudet
+4
Cited by 59
Results and analysis of chalearn lap multi-modal isolated and continuous gesture recognition, and real versus fake expressed emotions challenges
2017
Jun Wan
Isabelle Guyon
Jelena Gorbova
+8
Cited by 57
Analysis of the AutoML Challenge Series
2019
Isabelle Guyon
Sergio Escalera
Alexander Statnikov
+10
Cited by 56
Apparent and real age estimation in still images with deep residual regressors on appa-real database
2017
Radu Timofte
Isabelle Guyon
Isabelle Guyon
+3
Cited by 55
An automated, sheathless capillary electrophoresis‐mass spectrometry platform for discovery of biomarkers in human serum
2005
Kathy L Stults
Ann Wainright
John T Stults
+10
Cited by 54
Overcoming calibration problems in pattern labeling with pairwise ratings: application to personality traits
2016
B Chen
Isabelle Guyon
Sergio Escalera
+3
Cited by 52
Pre-processed feature ranking for a support vector machine
2009
Jason Weston
Isabelle Guyon
Isabelle Guyon
+2
Cited by 51
A brief review of the ChaLearn AutoML challenge: any-time any-dataset learning without human intervention
2016
Núria Macià
Imad Chaabane
Bisakha Ray
+10
Cited by 48
Chalearn multi-modal gesture recognition 2013: grand challenge and workshop summary
2013
Cristian Sminchisescu
Hugo Jair Escalante
Xavier Baró
+9
Cited by 47
WANDA: A generic Framework applied in Forensic Handwriting Analysis and Writer Identification.
2003
Christian Veenhuis
Louis Vuurpijl
Christian Taubenheim
+5
Cited by 42
Deep learning for action and gesture recognition in image sequences: A survey
2017
Hugo Jair Escalante
Xavier Baró
Maryam Asadi-Aghbolaghi
+6
Cited by 38
Agnostic learning vs. prior knowledge challenge
2007
Isabelle Guyon
Isabelle Guyon
Amir Saffari
+1
Cited by 38
Method for feature selection in a support vector machine using feature ranking
2010
Jason Weston
Isabelle Guyon
Isabelle Guyon
+2
Cited by 38
Causality: Objectives and assessment
2010
Isabelle Guyon
Bernhard Schölkopf
Isabelle Guyon
Cited by 37
ABBOT: The CUED hybrid connectionist-HMM large-vocabulary recognition system,"
1994
S Hiller
Mitsuru Nakai
Briony J Williams
+16
Cited by 35
Principal motion components for one-shot gesture recognition
2017
Isabelle Guyon
Vassilis Athitsos
Hugo Jair Escalante
+2
Cited by 33
Explaining first impressions: modeling, recognizing, and explaining apparent personality from videos
2018
Sergio Escalera
Isabelle Guyon
Isabelle Guyon
+14
Cited by 33
Unsupervised and transfer learning challenge
2011
Gideon Dror
Isabelle Guyon
Isabelle Guyon
+3
Cited by 32