C4.5 Decision Tree Enhanced with AdaBoost Versus Multilayer Perceptron for Credit Scoring Modeling

Author:

Damrongsakmethee Thitimanan,Neagoe Victor-Emil

Publisher

Springer International Publishing

Reference29 articles.

1. Al-hroot, Y.-A.-K.: Bankruptcy prediction using multilayer perceptron neural networks in Jordan. Eur. Sci. J. 12(4), 425–435 (2016)

2. Bastos, J.: Credit scoring with boosted dcision trees. MPRA Paper (2008)

3. Byanjanka, A., Heikkilä, M., Mezei, J.: Predicting credit risk in peer-to-peer lending: a neural network approach. In: IEEE Symposium Series on Computational Intelligence, pp. 719–725 (2015)

4. Christmas, B.: AdaBoost and the super bowl of classifiers a tutorial introduction to adaptive boosting, 1–6 (2009)

5. Crook, J.N., Edelman, D.B., Lyn, C.T.: Recent developments in consumer credit risk assessment. Eur. J. Oper. Res. 183, 1447–1465 (2007)

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