Edit Profile (opens in new tab) Van Gestel, Tony Co-Author Distance Author ID: van-gestel.tony Published as: Van Gestel, Tony; Van Gestel, T.; van Gestel, Tony; van Gestel, T. more...less External Links: MGP Documents Indexed: 17 Publications since 2000, including 2 Books Co-Authors: 24 Co-Authors with 17 Joint Publications 887 Co-Co-Authors all top 5 Co-Authors 0 single-authored 10 De Moor, Bart L. R. 10 Suykens, Johan A. K. 9 Baesens, Bart 6 Vanthienen, Jan 5 Vandewalle, Joos P. 3 Van den Poel, Dirk 3 Viaene, Stijn 2 De Brabanter, Jos 2 Dedene, Guido 2 Lambrechts, A. 2 Lanckriet, Gert R. G. 2 Martens, David 2 Van Dooren, Paul M. 1 Anderson, Brian David Outram 1 Baestaens, Dirk-Emma 1 Berteloot, Koen 1 Castermans, Gerd 1 Goethals, Ivan 1 Mues, Christophe 1 Thomas, Lyn Carey 1 Van Barel, Marc 1 Van Overschee, Peter 1 Verbeke, Wouter 1 Willekens, Marleen all top 5 Serials 3 European Journal of Operational Research 2 IEEE Transactions on Automatic Control 2 Journal of the Operational Research Society 1 Acta Applicandae Mathematicae 1 International Journal of Intelligent Systems 1 Machine Learning 1 Neural Computation 1 Neural Processing Letters 1 European Journal of Control 1 Journal of Forecasting all top 5 Fields 6 Systems theory; control (93-XX) 5 Computer science (68-XX) 5 Operations research, mathematical programming (90-XX) 4 Statistics (62-XX) 4 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Approximations and expansions (41-XX) 1 Biology and other natural sciences (92-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 14 Publications have been cited 393 times in 334 Documents Cited by ▼ Year ▼ Least squares support vector machines. Zbl 1017.93004 Suykens, Johan A. K.; Van Gestel, Tony; De Brabanter, Jos; De Moor, Bart; Vandewalle, Joos 148 2002 Bayesian framework for least-squares support vector machine classifiers, Gaussian processes, and kernel Fisher discriminant analysis. Zbl 1003.68146 Van Gestel, T.; Suykens, J. A. K.; Lanckriet, G.; Lambrechts, A.; De Moor, B.; Vandewalle, J. 54 2002 Benchmarking least squares support vector machine classifiers. Zbl 1078.68737 van Gestel, Tony; Suykens, Johan A. K.; Baesens, Bart; Viaene, Stijn; Vanthienen, Jan; Dedene, Guido; de Moor, Bart; Vandewalle, Joos 49 2004 Comprehensible credit scoring models using rule extraction from support vector machines. Zbl 1278.91177 Martens, David; Baesens, Bart; Van Gestel, Tony; Vanthienen, Jan 38 2007 Benchmarking state-of-the-art classification algorithms for credit scoring. Zbl 1097.91516 Baesens, B.; Van Gestel, T.; Viaene, S.; Stepanova, M.; Suykens, J.; Vanthienen, J. 38 2003 Identification of stable models in subspace identification by using regularization. Zbl 1004.93010 Van Gestel, T.; Suykens, J. A. K.; Van Dooren, P.; De Moor, B. 13 2001 Neural network survival analysis for personal loan data. Zbl 1095.90110 Baesens, B.; Van Gestel, T.; Stepanova, M.; Van den Poel, D.; Vanthienen, J. 11 2005 Identification of positive real models in subspace identification by using regularization. Zbl 1364.93828 Goethals, Ivan; Van Gestel, Tony; Suykens, Johan; Van Dooren, Paul; De Moor, Bart 10 2003 Knowledge discovery in a direct marketing case using least squares support vector machines. Zbl 0995.90054 Viaene, S.; Baesens, B.; Van Gestel, T.; Suykens, J. A. K.; Van den Poel, D.; Vanthienen, J.; De Moor, B.; Dedene, G. 8 2001 Kernel canonical correlation analysis and least squares support vector machines. Zbl 1001.68717 Van Gestel, Tony; Suykens, Johan A. K.; De Brabanter, Jos; De Moor, Bart; Vandewalle, Joos 6 2001 Bayesian kernel based classification for financial distress detection. Zbl 1111.90330 Van Gestel, Tony; Baesens, Bart; Suykens, Johan A. K.; Van den Poel, Dirk; Baestaens, Dirk-Emma; Willekens, Marleen 6 2006 Multiclass LS-SVMs: Moderated outputs and coding-decoding schemes. Zbl 1008.68739 van Gestel, T.; Suykens, J. A. K.; Lanckriet, G.; Lambrechts, A.; de Moor, B.; Vandewalle, J. 5 2002 Inferring descriptive and approximate fuzzy rules for credit scoring using evolutionary algorithms. Zbl 1111.90070 Hoffmann, F.; Baesens, B.; Mues, C.; Van Gestel, T.; Vanthienen, J. 4 2007 On frequency weighted balanced truncation: Hankel singular values and error bounds. Zbl 1293.93308 Van Gestel, Tony; De Moor, Bart; Anderson, Brian D. O.; Van Overschee, Peter 3 2001 Comprehensible credit scoring models using rule extraction from support vector machines. Zbl 1278.91177 Martens, David; Baesens, Bart; Van Gestel, Tony; Vanthienen, Jan 38 2007 Inferring descriptive and approximate fuzzy rules for credit scoring using evolutionary algorithms. Zbl 1111.90070 Hoffmann, F.; Baesens, B.; Mues, C.; Van Gestel, T.; Vanthienen, J. 4 2007 Bayesian kernel based classification for financial distress detection. Zbl 1111.90330 Van Gestel, Tony; Baesens, Bart; Suykens, Johan A. K.; Van den Poel, Dirk; Baestaens, Dirk-Emma; Willekens, Marleen 6 2006 Neural network survival analysis for personal loan data. Zbl 1095.90110 Baesens, B.; Van Gestel, T.; Stepanova, M.; Van den Poel, D.; Vanthienen, J. 11 2005 Benchmarking least squares support vector machine classifiers. Zbl 1078.68737 van Gestel, Tony; Suykens, Johan A. K.; Baesens, Bart; Viaene, Stijn; Vanthienen, Jan; Dedene, Guido; de Moor, Bart; Vandewalle, Joos 49 2004 Benchmarking state-of-the-art classification algorithms for credit scoring. Zbl 1097.91516 Baesens, B.; Van Gestel, T.; Viaene, S.; Stepanova, M.; Suykens, J.; Vanthienen, J. 38 2003 Identification of positive real models in subspace identification by using regularization. Zbl 1364.93828 Goethals, Ivan; Van Gestel, Tony; Suykens, Johan; Van Dooren, Paul; De Moor, Bart 10 2003 Least squares support vector machines. Zbl 1017.93004 Suykens, Johan A. K.; Van Gestel, Tony; De Brabanter, Jos; De Moor, Bart; Vandewalle, Joos 148 2002 Bayesian framework for least-squares support vector machine classifiers, Gaussian processes, and kernel Fisher discriminant analysis. Zbl 1003.68146 Van Gestel, T.; Suykens, J. A. K.; Lanckriet, G.; Lambrechts, A.; De Moor, B.; Vandewalle, J. 54 2002 Multiclass LS-SVMs: Moderated outputs and coding-decoding schemes. Zbl 1008.68739 van Gestel, T.; Suykens, J. A. K.; Lanckriet, G.; Lambrechts, A.; de Moor, B.; Vandewalle, J. 5 2002 Identification of stable models in subspace identification by using regularization. Zbl 1004.93010 Van Gestel, T.; Suykens, J. A. K.; Van Dooren, P.; De Moor, B. 13 2001 Knowledge discovery in a direct marketing case using least squares support vector machines. Zbl 0995.90054 Viaene, S.; Baesens, B.; Van Gestel, T.; Suykens, J. A. K.; Van den Poel, D.; Vanthienen, J.; De Moor, B.; Dedene, G. 8 2001 Kernel canonical correlation analysis and least squares support vector machines. Zbl 1001.68717 Van Gestel, Tony; Suykens, Johan A. K.; De Brabanter, Jos; De Moor, Bart; Vandewalle, Joos 6 2001 On frequency weighted balanced truncation: Hankel singular values and error bounds. Zbl 1293.93308 Van Gestel, Tony; De Moor, Bart; Anderson, Brian D. O.; Van Overschee, Peter 3 2001 all cited Publications top 5 cited Publications all top 5 Cited by 759 Authors 39 Suykens, Johan A. K. 10 De Moor, Bart L. R. 8 Baesens, Bart 6 Carrizosa, Emilio 6 Huang, XiaoLin 6 Pelckmans, Kristiaan 5 De Brabanter, Jos 5 Romero Morales, Dolores 5 Steinwart, Ingo 5 Zopounidis, Constantin 4 Alzate, Carlos 4 Couckuyt, Ivo 4 De Brabanter, Kris 4 Dhaene, Tom 4 Doumpos, Michael 4 Hang, Hanyuan 4 Lai, Kinkeung 4 Lessmann, Stefan 4 Martens, David 4 Molero-Río, Cristina 4 Mues, Christophe 4 Pahikkala, Tapio 4 Piga, Dario 4 Pillonetto, Gianluigi 4 Shi, Lei 4 Tóth, Roland 4 Zhao, Yongping 3 Blanquero, Rafael 3 Castro-Garcia, Ricardo 3 Cawley, Gavin C. 3 Christmann, Andreas 3 Feng, Yunlong 3 Hubert, Mia 3 Liu, Fanghui 3 Schreurs, Joachim 3 Sreeram, Victor 3 Talbot, Nicola L. C. 3 Van den Poel, Dirk 3 Van Gestel, Tony 3 Vanthienen, Jan 3 Yang, Jie 3 Zhou, Ligang 2 Agudelo, Oscar Mauricio 2 Airola, Antti 2 Bang, Sungwan 2 Boberg, Jorma 2 Bravo, Cristián 2 Chen, Songcan 2 Chen, Zhenyu 2 Cherkassky, Vladimir S. 2 Daqi, Gao 2 De Baets, Bernard 2 De Lathauwer, Lieven 2 De Nicolao, Giuseppe 2 Debruyne, Michiel 2 Deschrijver, Dirk 2 Dinuzzo, Francesco 2 Djehiche, Boualem 2 Dutta, Pranab Kumar 2 Efe, Mehmet Onder 2 El Ghourabi, Mohamed 2 Fanuel, Michaël 2 Fung, Glenn Martin 2 Gao, Guangxia 2 Ghorai, Santanu 2 Goethals, Ivan 2 Härdle, Wolfgang Karl 2 Inoue, Masaki 2 Irwin, George William 2 Jani, Mostafa 2 Jhun, Myoungshic Jhun 2 Jian, Ling 2 Karsmakers, Peter 2 Kourehli, Seyed Sina 2 Krishnan, Sridhar 2 Langone, Rocco 2 Laurain, Vincent 2 Li, Jianping 2 Li, Kang 2 Liu, Wanquan 2 Liu, Zhibin 2 Ljung, Lennart 2 Ma, Xin 2 Mangasarian, Olvi L. 2 Markovsky, Ivan 2 Mehrkanoon, Siamak 2 Mukherjee, Anirban 2 Parand, Kourosh 2 Pardalos, Panos M. 2 Provost, Foster 2 Sermpinis, Georgios 2 Shi, Yong 2 Stasinakis, Charalampos 2 Sun, Jianguo 2 Thomas, Lyn Carey 2 Tian, Yingjie 2 Tsivtsivadze, Evgeni 2 van der Herten, Joachim 2 Waegeman, Willem 2 Wang, Kangkang ...and 659 more Authors all top 5 Cited in 101 Serials 43 European Journal of Operational Research 20 Automatica 20 Neural Networks 18 Machine Learning 17 Pattern Recognition 11 Mathematical Problems in Engineering 10 Information Sciences 8 Applied Mathematics and Computation 8 Computers & Operations Research 8 Neural Computation 6 International Journal of Control 6 Computational Statistics and Data Analysis 6 Advances in Data Analysis and Classification. ADAC 4 Applied Mathematical Modelling 4 Communications in Statistics. Simulation and Computation 4 European Journal of Control 4 Quantitative Finance 4 Journal of Machine Learning Research (JMLR) 4 Journal of Zhejiang University. Science A 3 Physica A 3 International Journal of Robust and Nonlinear Control 3 Advances in Engineering Software 3 Applied and Computational Harmonic Analysis 3 Soft Computing 3 Computational Management Science 3 Computational & Mathematical Methods in Medicine 2 Computers & Mathematics with Applications 2 Chaos, Solitons and Fractals 2 The Annals of Statistics 2 Mathematics and Computers in Simulation 2 Systems & Control Letters 2 Statistical Science 2 Signal Processing 2 International Journal of Adaptive Control and Signal Processing 2 Communications in Statistics. Theory and Methods 2 Computational and Applied Mathematics 2 Top 2 PAA. Pattern Analysis and Applications 2 Journal of Applied Statistics 2 Communications in Nonlinear Science and Numerical Simulation 2 Journal of Applied Mathematics 2 Analysis and Applications (Singapore) 2 International Journal of Wavelets, Multiresolution and Information Processing 2 Optimization Letters 2 Electronic Journal of Statistics 2 International Journal of Information Technology & Decision Making 2 Statistics and Computing 2 Statistics & Risk Modeling 1 International Journal of Systems Science 1 Journal of Computational Physics 1 Biometrics 1 Journal of Approximation Theory 1 Journal of Computational and Applied Mathematics 1 Journal of Multivariate Analysis 1 Operations Research 1 SIAM Journal on Control and Optimization 1 Statistics & Probability Letters 1 Information and Computation 1 Annals of Operations Research 1 Numerical Algorithms 1 Computational Statistics 1 Linear Algebra and its Applications 1 SIAM Journal on Optimization 1 Journal of Mathematical Imaging and Vision 1 Computational Optimization and Applications 1 Computational Economics 1 SIAM Journal on Scientific Computing 1 Statistical Papers 1 Journal of Inverse and Ill-Posed Problems 1 The Journal of Artificial Intelligence Research (JAIR) 1 Bernoulli 1 INFORMS Journal on Computing 1 Abstract and Applied Analysis 1 Journal of Combinatorial Optimization 1 Wuhan University Journal of Natural Sciences (WUJNS) 1 Data Mining and Knowledge Discovery 1 Journal of the Royal Statistical Society. Series C. Applied Statistics 1 Discrete Dynamics in Nature and Society 1 International Journal of Applied Mathematics and Computer Science 1 Archives of Computational Methods in Engineering 1 Journal of Systems Science and Complexity 1 OR Spectrum 1 Computational Biology and Chemistry 1 Advances in Difference Equations 1 Journal of Industrial and Management Optimization 1 Engineering Optimization 1 New Mathematics and Natural Computation 1 Inverse Problems in Science and Engineering 1 Statistical Analysis and Data Mining 1 Nonlinear Analysis. Hybrid Systems 1 Statistics Surveys 1 Iranian Journal of Mathematical Chemistry 1 Operations Research and Decisions 1 Asian Journal of Control 1 International Journal of Structural Stability and Dynamics 1 Numerical Algebra, Control and Optimization 1 Journal of the Operations Research Society of China 1 East Asian Journal on Applied Mathematics 1 International Journal of Systems Science. Principles and Applications of Systems and Integration 1 AIMS Mathematics ...and 1 more Serials all top 5 Cited in 25 Fields 167 Computer science (68-XX) 138 Statistics (62-XX) 74 Operations research, mathematical programming (90-XX) 55 Systems theory; control (93-XX) 54 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 31 Numerical analysis (65-XX) 13 Biology and other natural sciences (92-XX) 6 Information and communication theory, circuits (94-XX) 5 Functional analysis (46-XX) 4 Mechanics of deformable solids (74-XX) 3 Dynamical systems and ergodic theory (37-XX) 3 Operator theory (47-XX) 3 Calculus of variations and optimal control; optimization (49-XX) 3 Probability theory and stochastic processes (60-XX) 3 Fluid mechanics (76-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Ordinary differential equations (34-XX) 2 Partial differential equations (35-XX) 2 Integral equations (45-XX) 2 Mechanics of particles and systems (70-XX) 1 Real functions (26-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Classical thermodynamics, heat transfer (80-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Geophysics (86-XX) Citations by Year