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 | 1297 | 2003 |
Benchmarking least squares support vector machine classifiers T Van Gestel, JAK Suykens, B Baesens, S Viaene, J Vanthienen, ... Machine learning 54, 5-32, 2004 | 918 | 2004 |
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 | 753 | 2001 |
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 | 591 | 2007 |
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 | 440 | 2002 |
Credit Risk Management: Basic concepts: Financial risk components, Rating analysis, models, economic and regulatory capital T Van Gestel, B Baesens Oxford University Press, 2009 | 410 | 2009 |
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 | 401 | 2002 |
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 | 250 | 2006 |
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 | 234 | 2008 |
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 | 198 | 2003 |
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 | 180 | 2005 |
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 | 162 | 2003 |
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 | 135 | 2007 |
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 | 126 | 2001 |
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 | 107 | 2003 |
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 | 102 | 2006 |
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 | 87 | 2003 |
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 | 86 | 2000 |
Failure prediction with self organizing maps J Huysmans, B Baesens, J Vanthienen, T Van Gestel Expert Systems with Applications 30 (3), 479-487, 2006 | 84 | 2006 |
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 | 83 | 2010 |