Edit Profile (opens in new tab) Guyon, Isabelle Co-Author Distance Author ID: guyon.isabelle Published as: Guyon, Isabelle; Guyon, I. Documents Indexed: 8 Publications since 1986 2 Contributions as Editor Co-Authors: 23 Co-Authors with 10 Joint Publications 345 Co-Co-Authors all top 5 Co-Authors 0 single-authored 2 Cawley, Gavin C. 2 Dreyfus, Gérard 2 Dror, Gideon 2 Personnaz, Léon 2 Saffari, Amir 1 Athitsos, Vassilis 1 Barnhill, Stephen 1 Elisseeff, André 1 Escalante, Hugo Jair 1 Gunn, Steve R. 1 Jangyodsuk, Pat 1 Muandet, Krikamol 1 Nikravesh, Masoud 1 Ruan, Qiuqi 1 Shah, Nihar B. 1 Tabibian, Behzad 1 Toulouse, Gérard 1 Vapnik, Vladimir Naumovich 1 von Luxburg, Ulrike 1 Wan, Jun 1 Wang, Patrick Shen-Pei 1 Weston, Jason 1 Zadeh, Lotfi Asker all top 5 Serials 3 Journal of Machine Learning Research (JMLR) 1 Journal of Statistical Physics 1 Neural Networks 1 Machine Learning 1 IEEE Transactions on Image Processing 1 Series in Machine Perception and Artificial Intelligence 1 Studies in Fuzziness and Soft Computing all top 5 Fields 7 Computer science (68-XX) 2 Statistics (62-XX) 2 Statistical mechanics, structure of matter (82-XX) 2 Information and communication theory, circuits (94-XX) 1 General and overarching topics; collections (00-XX) 1 Biology and other natural sciences (92-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 8 Publications have been cited 727 times in 631 Documents Cited by ▼ Year ▼ An introduction to variable and feature selection. Zbl 1102.68556 Guyon, Isabelle; Elisseeff, André 414 2003 Gene selection for cancer classification using support vector machines. Zbl 0998.68111 Guyon, Isabelle; Weston, Jason; Barnhill, Stephen; Vapnik, Vladimir 258 2002 Feature extraction. Foundations and applications. Papers from NIPS 2003 workshop on feature extraction, Whistler, BC, Canada, December 11–13, 2003. With CD-ROM. Zbl 1114.68059 27 2006 Model selection: beyond the Bayesian/frequentist divide. Zbl 1242.62008 Guyon, Isabelle; Saffari, Amir; Dror, Gideon; Cawley, Gavin 13 2010 Neural network design for efficient information retrieval. Reprint of the 1986 hardback original. Zbl 1356.82028 Personnaz, L.; Guyon, I.; Dreyfus, G. 6 1986 A biologically constrained learning mechanism in networks of formal neurons. Zbl 0628.92028 Personnaz, L.; Guyon, I.; Dreyfus, G.; Toulouse, G. 4 1986 Analysis of the IJCNN 2007 agnostic learning vs. prior knowledge challenge. Zbl 1254.68207 Guyon, Isabelle; Saffari, Amir; Dror, Gideon; Cawley, Gavin 3 2008 Design and analysis of the NIPS 2016 review process. Zbl 1467.62180 Shah, Nihar B.; Tabibian, Behzad; Muandet, Krikamol; Guyon, Isabelle; von Luxburg, Ulrike 2 2018 Design and analysis of the NIPS 2016 review process. Zbl 1467.62180 Shah, Nihar B.; Tabibian, Behzad; Muandet, Krikamol; Guyon, Isabelle; von Luxburg, Ulrike 2 2018 Model selection: beyond the Bayesian/frequentist divide. Zbl 1242.62008 Guyon, Isabelle; Saffari, Amir; Dror, Gideon; Cawley, Gavin 13 2010 Analysis of the IJCNN 2007 agnostic learning vs. prior knowledge challenge. Zbl 1254.68207 Guyon, Isabelle; Saffari, Amir; Dror, Gideon; Cawley, Gavin 3 2008 Feature extraction. Foundations and applications. Papers from NIPS 2003 workshop on feature extraction, Whistler, BC, Canada, December 11–13, 2003. With CD-ROM. Zbl 1114.68059 27 2006 An introduction to variable and feature selection. Zbl 1102.68556 Guyon, Isabelle; Elisseeff, André 414 2003 Gene selection for cancer classification using support vector machines. Zbl 0998.68111 Guyon, Isabelle; Weston, Jason; Barnhill, Stephen; Vapnik, Vladimir 258 2002 Neural network design for efficient information retrieval. Reprint of the 1986 hardback original. Zbl 1356.82028 Personnaz, L.; Guyon, I.; Dreyfus, G. 6 1986 A biologically constrained learning mechanism in networks of formal neurons. Zbl 0628.92028 Personnaz, L.; Guyon, I.; Dreyfus, G.; Toulouse, G. 4 1986 all cited Publications top 5 cited Publications all top 5 Cited by 1,616 Authors 6 Carrizosa, Emilio 5 Kamimura, Ryotaro 5 Pardalos, Panos M. 5 Takano, Yuichi 4 Bertsimas, Dimitris John 4 Bischl, Bernd 4 Bouveyron, Charles 4 Kestler, Hans A. 4 Lai, Kinkeung 4 Le Thi, Hoai An 4 Li, Tianrui 4 Lin, Jinguan 4 Maldonado, Sebastián 4 Miyashiro, Ryuhei 4 Osowski, Stanisław 4 Qian, Yuhua 4 Romero Morales, Dolores 4 Tian, Yingjie 4 Wu, Qiang 4 Yang, Aijun 3 Algamal, Zakariya Yahya 3 Ambroise, Christophe 3 Brown, Gavin 3 Chakraborty, Sounak 3 Dang, Chuangyin 3 de Amorim, Renato Cordeiro 3 Ditzler, Gregory 3 Dougherty, Edward R. 3 Džeroski, Sašo 3 Felici, Giovanni 3 Gaudioso, Manlio 3 Guarracino, Mario Rosario 3 Guillaume, Serge 3 Hayat, Maqsood 3 Hu, Qinghua 3 Hullermeier, Eyke 3 Jourdan, Laetitia 3 Kim, Seoung Bum 3 Kim, Yongdai 3 Labbé, Martine V. 3 Lausser, Ludwig 3 Lee, Jaewon 3 Liang, Jiye 3 McLachlan, Geoffrey John 3 Murphy, Thomas Brendan 3 Park, Changyi 3 Pedrycz, Witold 3 Petković, Matej 3 Sechidis, Konstantinos 3 Smith-Miles, Kate A. 3 Sohn, Insuk 3 Steel, Sarel J. 3 Sugiyama, Masashi 3 Van Parys, Bart P. G. 3 Wang, Xiaodong 3 Wang, Xizhao 3 Yu, Lean 3 Zhou, Xiaobo 2 Abd Elaziz, Mohamed 2 Albrecht, Andreas A. 2 Alonso-Betanzos, Amparo 2 Atashgahi, Zahra 2 Baatar, Davaatseren 2 Bai, Erwei 2 Bai, Xiao 2 Balasundaram, S. 2 Bierman, Surette 2 Blanquero, Rafael 2 Borboudakis, Giorgos 2 Boulle, Marc 2 Bowman, F. Dubois 2 Bridge, James P. 2 Bulacio, Pilar 2 Cawley, Gavin C. 2 Celeux, Gilles 2 Chang, Chin-Chun 2 Chaovalitwongse, Wanpracha Art 2 Chen, Hong 2 Chen, Hongmei 2 Chen, Shuo 2 Chen, Victoria C. P. 2 Cheng, Changming 2 Cheng, Hong 2 Chernoff, Herman 2 De Moor, Bart L. R. 2 Dhaenens, Clarisse 2 Doquire, Gauthier 2 Dror, Gideon 2 Durlofsky, Louis J. 2 Earls, Christopher J. 2 Ewees, Ahmed A. 2 Fop, Michael 2 Foresti, Loris 2 Frady, E. Paxon 2 Frénay, Benoît 2 Gadat, Sébastien 2 Gámez, José Antonio 2 Ghaddar, Bissan 2 Girard, Stéphane 2 Gorgone, Enrico ...and 1,516 more Authors all top 5 Cited in 170 Serials 48 Pattern Recognition 38 Machine Learning 36 Information Sciences 28 Computational Statistics and Data Analysis 23 European Journal of Operational Research 15 International Journal of Approximate Reasoning 14 Neural Networks 13 Computational & Mathematical Methods in Medicine 13 Journal of Theoretical Biology 12 Annals of Operations Research 11 Computers & Operations Research 11 Journal of Machine Learning Research (JMLR) 10 Neural Computation 10 Computational Statistics 9 Communications in Statistics. Simulation and Computation 9 Advances in Data Analysis and Classification. ADAC 7 Statistical Analysis and Data Mining 7 The Annals of Applied Statistics 6 Fuzzy Sets and Systems 6 Applied Mathematical Modelling 6 Data Mining and Knowledge Discovery 6 Journal of Applied Statistics 6 International Journal of Applied Mathematics and Computer Science 5 Computers & Mathematics with Applications 5 Journal of Multivariate Analysis 5 Computational Biology and Chemistry 5 Mathematical Biosciences and Engineering 5 Optimization Letters 4 Artificial Intelligence 4 Discrete Applied Mathematics 4 International Journal of General Systems 4 Mathematical Biosciences 4 Automatica 4 Journal of Classification 4 Mathematical Problems in Engineering 4 Optimization Methods & Software 4 Soft Computing 4 Statistics and Computing 3 Information Processing Letters 3 Journal of Computational Physics 3 Applied Mathematics and Computation 3 Journal of Computer and System Sciences 3 Physica D 3 Journal of Global Optimization 3 Computational Optimization and Applications 3 Statistical Applications in Genetics and Molecular Biology 3 International Journal of Wavelets, Multiresolution and Information Processing 3 Inverse Problems in Science and Engineering 3 Electronic Journal of Statistics 2 International Journal of Systems Science 2 Journal of the Franklin Institute 2 Journal of Statistical Physics 2 The Annals of Statistics 2 Biometrical Journal 2 Biometrics 2 Journal of Optimization Theory and Applications 2 Journal of Statistical Planning and Inference 2 Mathematics and Computers in Simulation 2 Theoretical Computer Science 2 Journal of Automated Reasoning 2 Journal of Scientific Computing 2 International Journal of Foundations of Computer Science 2 Communications in Statistics. Theory and Methods 2 Journal of Statistical Computation and Simulation 2 Proceedings of the National Academy of Sciences of the United States of America 2 Filomat 2 Advances in Computational Mathematics 2 Bernoulli 2 INFORMS Journal on Computing 2 Abstract and Applied Analysis 2 Mathematical and Computer Modelling of Dynamical Systems 2 Computational Geosciences 2 Optimization and Engineering 2 Quantitative Finance 2 Journal of Applied Mathematics 2 Entropy 2 Computational Management Science 2 Journal of the Korean Statistical Society 2 International Journal of Information Technology & Decision Making 2 Statistics Surveys 2 Journal of Computational and Graphical Statistics 2 International Journal of Systems Science. Principles and Applications of Systems and Integration 2 Journal of the Japan Statistical Society. Japanese Issue 2 Proceedings of the Royal Society of London. A. Mathematical, Physical and Engineering Sciences 2 Journal of Nonlinear and Variational Analysis 2 Mathematical Foundations of Computing 2 Stat 1 Biological Cybernetics 1 International Journal of Theoretical Physics 1 Journal of Mathematical Physics 1 Physica A 1 Bulletin of Mathematical Biology 1 Annals of the Institute of Statistical Mathematics 1 Computing 1 International Journal for Numerical Methods in Engineering 1 International Statistical Review 1 Journal of Computational and Applied Mathematics 1 Kybernetika 1 Operations Research 1 Statistica ...and 70 more Serials all top 5 Cited in 27 Fields 386 Computer science (68-XX) 319 Statistics (62-XX) 118 Operations research, mathematical programming (90-XX) 106 Biology and other natural sciences (92-XX) 41 Numerical analysis (65-XX) 28 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 20 Information and communication theory, circuits (94-XX) 15 Systems theory; control (93-XX) 7 Probability theory and stochastic processes (60-XX) 5 Combinatorics (05-XX) 5 Geophysics (86-XX) 4 Linear and multilinear algebra; matrix theory (15-XX) 4 Calculus of variations and optimal control; optimization (49-XX) 4 Fluid mechanics (76-XX) 4 Quantum theory (81-XX) 4 Statistical mechanics, structure of matter (82-XX) 3 Mathematical logic and foundations (03-XX) 3 Dynamical systems and ergodic theory (37-XX) 3 Mechanics of deformable solids (74-XX) 2 Partial differential equations (35-XX) 2 Approximations and expansions (41-XX) 2 Harmonic analysis on Euclidean spaces (42-XX) 1 Order, lattices, ordered algebraic structures (06-XX) 1 Measure and integration (28-XX) 1 Special functions (33-XX) 1 Differential geometry (53-XX) 1 Optics, electromagnetic theory (78-XX) Citations by Year