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Tony Van Gestel
Tony Van Gestel
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Benchmarking state-of-the-art classification algorithms for credit scoring
B Baesens, T Van Gestel, S Viaene, M Stepanova, J Suykens, ...
Journal of the operational research society 54 (6), 627-635, 2003
13462003
Benchmarking least squares support vector machine classifiers
T Van Gestel, JAK Suykens, B Baesens, S Viaene, J Vanthienen, ...
Machine learning 54, 5-32, 2004
9272004
Financial time series prediction using least squares support vector machines within the evidence framework
T Van Gestel, JAK Suykens, DE Baestaens, A Lambrechts, G Lanckriet, ...
IEEE Transactions on neural networks 12 (4), 809-821, 2001
7652001
Comprehensible credit scoring models using rule extraction from support vector machines
D Martens, B Baesens, T Van Gestel, J Vanthienen
European journal of operational research 183 (3), 1466-1476, 2007
6092007
LS-SVMlab: a matlab/c toolbox for least squares support vector machines
K Pelckmans, JAK Suykens, T Van Gestel, J De Brabanter, L Lukas, ...
Tutorial. KULeuven-ESAT. Leuven, Belgium 142 (1-2), 2002
4452002
Credit risk management, Basic concepts: financial risk components, rating analysis, models, economic and regulatory capital
TV Van Gestel
Oxford University Press, 2009
4362009
Bayesian framework for least-squares support vector machine classifiers, Gaussian processes, and kernel Fisher discriminant analysis
T Van Gestel, JAK Suykens, G Lanckriet, A Lambrechts, B De Moor, ...
Neural computation 14 (5), 1115-1147, 2002
4062002
Bayesian kernel based classification for financial distress detection
T Van Gestel, B Baesens, JAK Suykens, D Van den Poel, DE Baestaens, ...
European journal of operational research 172 (3), 979-1003, 2006
2572006
Decompositional rule extraction from support vector machines by active learning
D Martens, BB Baesens, T Van Gestel
IEEE Transactions on Knowledge and Data Engineering 21 (2), 178-191, 2008
2422008
A support vector machine formulation to PCA analysis and its kernel version
JAK Suykens, T Van Gestel, J Vandewalle, B De Moor
IEEE Transactions on neural networks 14 (2), 447-450, 2003
2002003
Neural network survival analysis for personal loan data
B Baesens, T Van Gestel, M Stepanova, D Van den Poel, J Vanthienen
Journal of the Operational Research Society 56 (9), 1089-1098, 2005
1852005
A support vector machine approach to credit scoring
IT Van Gestel, B Baesens, IJ Garcia, P Van Dijcke
FORUM FINANCIER-REVUE BANCAIRE ET FINANCIAIRE BANK EN FINANCIEWEZEN-, 73-82, 2003
1682003
Inferring descriptive and approximate fuzzy rules for credit scoring using evolutionary algorithms
F Hoffmann, B Baesens, C Mues, T Van Gestel, J Vanthienen
European journal of operational research 177 (1), 540-555, 2007
1372007
Identification of stable models in subspace identification by using regularization
T Van Gestel, JAK Suykens, P Van Dooren, B De Moor
IEEE Transactions on Automatic control 46 (9), 1416-1420, 2001
1302001
Preoperative prediction of malignancy of ovarian tumors using least squares support vector machines
C Lu, T Van Gestel, JAK Suykens, S Van Huffel, I Vergote, D Timmerman
Artificial Intelligence in Medicine 28 (3), 281-306, 2003
1072003
A process model to develop an internal rating system: Sovereign credit ratings
T Van Gestel, B Baesens, P Van Dijcke, J Garcia, JAK Suykens, ...
Decision Support Systems 42 (2), 1131-1151, 2006
1062006
Credit rating prediction using ant colony optimization
D Martens, T Van Gestel, M De Backer, R Haesen, J Vanthienen, ...
Journal of the Operational Research Society 61 (4), 561-573, 2010
922010
Bankruptcy prediction with least squares support vector machine classifiers
T Van Gestel, B Baesens, J Suykens, M Espinoza, DE Baestaens, ...
2003 IEEE International Conference on Computational Intelligence for …, 2003
902003
An empirical assessment of kernel type performance for least squares support vector machine classifiers
B Baesens, S Viaene, T Van Gestel, JAK Suykens, G Dedene, B De Moor, ...
KES'2000. Fourth International Conference on Knowledge-Based Intelligent …, 2000
882000
Forecasting and analyzing insurance companies' ratings
T Van Gestel, D Martens, B Baesens, D Feremans, J Huysmans, ...
International Journal of Forecasting 23 (3), 513-529, 2007
842007
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