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Volumn 38, Issue 1, 2011, Pages 223-230

A comparative assessment of ensemble learning for credit scoring

Author keywords

Bagging; Boosting; Credit scoring; Ensemble learning; Stacking

Indexed keywords

BAGGING; BOOSTING; CREDIT SCORING; ENSEMBLE LEARNING; STACKING;

EID: 77956619458     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2010.06.048     Document Type: Article
Times cited : (441)

References (28)
  • 1
    • 36948999941 scopus 로고    scopus 로고
    • Irvine, CA: University of California, School of Information and Computer Science
    • Asuncion, A. & Newman, D. J. (2007). UCI machine learning repository. Irvine, CA: University of California, School of Information and Computer Science.
    • (2007) UCI Machine Learning Repository
    • Asuncion, A.1    Newman, D.J.2
  • 3
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman Bagging predictors Machine Learning 24 2 1996 123 140
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 4
    • 0002637722 scopus 로고
    • Mining for financial knowledge with CBR
    • P. Buta Mining for financial knowledge with CBR AI Expert 9 2 1994 34 41
    • (1994) AI Expert , vol.9 , Issue.2 , pp. 34-41
    • Buta, P.1
  • 5
    • 0018465664 scopus 로고
    • Composite classifier system design: Concepts and methodology
    • B.V. Dasarathy, and B.V. Sheela Composite classifier system design: Concepts and methodology Proceedings of the IEEE 67 5 1979 708 713
    • (1979) Proceedings of the IEEE , vol.67 , Issue.5 , pp. 708-713
    • Dasarathy, B.V.1    Sheela, B.V.2
  • 6
    • 0030291564 scopus 로고    scopus 로고
    • A comparison of neural networks and linear scoring models in the credit union environment
    • V. Desai, J. Crook, and G. Overstreet A comparison of neural networks and linear scoring models in the credit union environment European Journal of Operations Research 95 1 1996 24 37
    • (1996) European Journal of Operations Research , vol.95 , Issue.1 , pp. 24-37
    • Desai, V.1    Crook, J.2    Overstreet, G.3
  • 7
    • 0031361611 scopus 로고    scopus 로고
    • Machine learning research: Four current directions
    • T.G. Dietterich Machine learning research: Four current directions AI Magazine 18 4 1997 97 136
    • (1997) AI Magazine , vol.18 , Issue.4 , pp. 97-136
    • Dietterich, T.G.1
  • 9
    • 0002432565 scopus 로고
    • Multivariate adaptive regression splines
    • J.H. Friedman Multivariate adaptive regression splines The Annals of Statistics 19 1 1991 1 141
    • (1991) The Annals of Statistics , vol.19 , Issue.1 , pp. 1-141
    • Friedman, J.H.1
  • 12
    • 2442665617 scopus 로고    scopus 로고
    • Credit rating analysis with support vector machines and neural networks: A market comparative study
    • Z. Huang, H. Chen, C.J. Hsu, W.H. Chen, and S.S. Wu Credit rating analysis with support vector machines and neural networks: A market comparative study Decision Support Systems 37 4 2004 543 558
    • (2004) Decision Support Systems , vol.37 , Issue.4 , pp. 543-558
    • Huang, Z.1    Chen, H.2    Hsu, C.J.3    Chen, W.H.4    Wu, S.S.5
  • 13
    • 34047126555 scopus 로고    scopus 로고
    • Credit scoring with a data mining approach based on support vector machines
    • C.L. Huang, M.C. Chen, and C.J. Wang Credit scoring with a data mining approach based on support vector machines Expert Systems with Applications 33 4 2007 847 856
    • (2007) Expert Systems with Applications , vol.33 , Issue.4 , pp. 847-856
    • Huang, C.L.1    Chen, M.C.2    Wang, C.J.3
  • 14
    • 58349100252 scopus 로고    scopus 로고
    • A selective ensemble based on expected probabilities for bankruptcy prediction
    • C. Hung, and J.H. Chen A selective ensemble based on expected probabilities for bankruptcy prediction Expert Systems with Applications 36 3 2009 5297 5303
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 5297-5303
    • Hung, C.1    Chen, J.H.2
  • 15
    • 84978600970 scopus 로고
    • Multivariate normality and forecasting of business bankruptcy
    • G. Karels, and A. Prakash Multivariate normality and forecasting of business bankruptcy Journal of Business Finance Accounting 14 4 1987 573 593
    • (1987) Journal of Business Finance Accounting , vol.14 , Issue.4 , pp. 573-593
    • Karels, G.1    Prakash, A.2
  • 16
    • 0041055721 scopus 로고
    • Credit scoring branches out
    • P. Makowski Credit scoring branches out Credit World 74 2 1985 30 37
    • (1985) Credit World , vol.74 , Issue.2 , pp. 30-37
    • Makowski, P.1
  • 17
    • 33748611921 scopus 로고    scopus 로고
    • Ensemble based systems in decision making
    • R. Polikar Ensemble based systems in decision making IEEE Circuits and Systems Magazine 6 3 2006 21 45
    • (2006) IEEE Circuits and Systems Magazine , vol.6 , Issue.3 , pp. 21-45
    • Polikar, R.1
  • 18
    • 15944379834 scopus 로고
    • An examination of the conceptual issues involved in developing credit-scoring models
    • A.K. Reichert, C.C. Cho, and G.M. Wagner An examination of the conceptual issues involved in developing credit-scoring models Journal of Business and Economic Statistics 1 2 1983 101 114
    • (1983) Journal of Business and Economic Statistics , vol.1 , Issue.2 , pp. 101-114
    • Reichert, A.K.1    Cho, C.C.2    Wagner, G.M.3
  • 19
    • 0025448521 scopus 로고
    • The strength of weak learnability
    • R.E. Schapire The strength of weak learnability Machine Learning 5 2 1990 197 227
    • (1990) Machine Learning , vol.5 , Issue.2 , pp. 197-227
    • Schapire, R.E.1
  • 20
    • 24144458623 scopus 로고    scopus 로고
    • Support vector machines for classifying and describing credit applicants: Detecting typical and critical regions
    • K.B. Schebesch, and R. Stecking Support vector machines for classifying and describing credit applicants: Detecting typical and critical regions Journal of the Operational Research Society 56 9 2005 1082 1088
    • (2005) Journal of the Operational Research Society , vol.56 , Issue.9 , pp. 1082-1088
    • Schebesch, K.B.1    Stecking, R.2
  • 21
    • 0035501773 scopus 로고    scopus 로고
    • A case-based approach using inductive indexing for corporate bond rating
    • K.S. Shin, and I. Han A case-based approach using inductive indexing for corporate bond rating Decision Support Systems 32 1 2001 41 52
    • (2001) Decision Support Systems , vol.32 , Issue.1 , pp. 41-52
    • Shin, K.S.1    Han, I.2
  • 22
    • 0001466281 scopus 로고    scopus 로고
    • A survey of credit and behavioral scoring: Forecasting financial risks of lending to customers
    • L.C. Thomas A survey of credit and behavioral scoring: Forecasting financial risks of lending to customers International Journal of Forecasting 16 2 2000 149 172
    • (2000) International Journal of Forecasting , vol.16 , Issue.2 , pp. 149-172
    • Thomas, L.C.1
  • 23
    • 0034118581 scopus 로고    scopus 로고
    • Neural network credit scoring models
    • D. West Neural network credit scoring models Computers and Operations Research 27 11-12 2000 1131 1152
    • (2000) Computers and Operations Research , vol.27 , Issue.1112 , pp. 1131-1152
    • West, D.1
  • 26
    • 0026692226 scopus 로고
    • Stacked generalization
    • D.H. Wolpert Stacked generalization Neural Networks 5 2 1992 241 259
    • (1992) Neural Networks , vol.5 , Issue.2 , pp. 241-259
    • Wolpert, D.H.1
  • 27
    • 36148959733 scopus 로고    scopus 로고
    • Credit risk assessment with a multistage neural network ensemble learning approach
    • L.A. Yu, S.Y. Wang, and K.K. Lai Credit risk assessment with a multistage neural network ensemble learning approach Expert Systems with Applications 34 2 2008 1434 1444
    • (2008) Expert Systems with Applications , vol.34 , Issue.2 , pp. 1434-1444
    • Yu, L.A.1    Wang, S.Y.2    Lai, K.K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.