Instance-based credit risk assessment for investment decisions in P2P lending

European Journal of Operational Research

Volumn 249, Issue 2, 2016, Pages 417-426

  Guo, Yanhong ^a   Zhou, Wenjun ^b   Luo, Chunyu ^a,c   Liu, Chuanren ^c,d   Xiong, Hui ^c  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

^b UNIVERSITY OF TENNESSEE   (United States)

^c RUTGERS UNIVERSITY   (United States)

^d DREXEL UNIVERSITY   (United States)

Author keywords

Credit risk assessment; Data mining; Instance based method; Investment decisions; P2P lending

Indexed keywords

COMMERCE; DATA MINING; DECISION MAKING; FINANCE; FINANCIAL DATA PROCESSING; OPTIMIZATION; RISK ASSESSMENT;

CREDIT RISK ASSESSMENT; FINANCIAL INSTITUTION; INSTANCE-BASED METHODS; INVESTMENT DECISION MAKING; INVESTMENT DECISIONS; INVESTMENT PERFORMANCE; P2P LENDING; PORTFOLIO OPTIMIZATION;

INVESTMENTS;

EID: 84952978996     PISSN: 03772217     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ejor.2015.05.050     Document Type: Conference Paper

References (43)

1. AIt-Sahalia Y., and Lo A.W. Nonparametric risk management and implied risk aversion Journal of Econometrics 94 1-2 2000 9 51
2. Andreeva G., Ansell J., and Crook J. Modelling profitability using survival combination scores European Journal of Operational Research 183 3 2007 1537 1549
3. Belleflamme P., Lambert T., and Schwienbacher A. Crowdfunding: Tapping the right crowd Journal of Business Venturing 29 5 2014 585 609
4. Berger S., and Gleisner F. Emergence of financial intermediaries in electronic markets: The case of online P2P lending Business Research 2 1 2009 39 65
5. Bugera V., Konno H., and Uryasev S. Credit cards scoring with quadratic utility functions Journal of Multi-Criteria Decision Analysis 11 4-5 2002 197 211
6. Chatterjee S., and Barcun S. A nonparametric approach to credit screening Journal of the American Statistical Association 65 329 1970 150 154
7. Clark R.M. A calibration curve for radiocarbon dates Antiquity 49 196 1975 251 266
8. Conlin M. Peer group micro-lending programs in Canada and the united states Journal of Development Economics 60 1 1999 249 269
9. Desai V.S., Conway D.G., Crook J.N., and Overstreet G.A. Credit-scoring models in the credit-union environment using neural networks and genetic algorithms IMA Journal of Management Mathematics 8 4 1997 323
10. Feldman D., and Gross S. Mortgage default: Classification trees analysis The Journal of Real Estate Finance and Economics 30 4 2005 369 396
11. Fernandes M. Financial crashes as endogenous jumps: Estimation, testing and forecasting Journal of Economic Dynamics and Control 30 1 2006 111 141
12. Frydman H., Kallberg J.G., and Kao D.L. Testing the adequacy of Markov chain and Mover-Stayer models as representations of credit behavior Operations Research 33 6 1985 1203 1214
13. Herzenstein M., Dholakia U.M., and Andrews R.L. Strategic herding behavior in peer-to-peer loan auctions Journal of Interactive Marketing 25 1 2011 27 36
14. Huang J.J., Tzeng G.H., and Ong C.S. Two-stage genetic programming (2SGP) for the credit scoring model Applied Mathematics and Computation 174 2 2006 1039 1053
15. Huang Z., Chen H., Hsu C.J., Chen W.H., and Wu S. Credit rating analysis with support vector machines and neural networks: A market comparative study Decision Support Systems 37 4 2004 543 558
16. Hulme M.K., and Wright C. Internet based social lending: Past, present and future Social Futures Observatory 174 2 2006 1 115
17. Kim H.S., and Sohn S.Y. Support vector machines for default prediction of SMEs based on technology credit European Journal of Operational Research 201 3 2010 838 846
18. Klafft M. Online peer-to-peer lending: A lenders' perspective Proceedings of the international conference on E-learning, E-business, enterprise information systems, and E-government 2008 371 375
19. Kraft H., and Steffensen M. A dynamic programming approach to constrained portfolios European Journal of Operational Research 229 2 2013 453 461
20. Krumme K., and Herrero-Lopez S. Do lenders make optimal decisions in a peer-to-peer network? Proceedings of the IEEE/WIC/ACM international joint conference on web intelligence and intelligent agent technology 2009 124 127
21. Larrimore L., Jiang L., Larrimore J., Markowitz D., and Gorski S. Peer to peer lending: The relationship between language features, trustworthiness, and persuasion success Journal of Applied Communication Research 39 1 2011 19 37
22. Malhotra R., and Malhotra D. Differentiating between good credits and bad credits using neuro-fuzzy systems European Journal of Operational Research 136 1 2002 190 211
23. Mancuso A.J., Goodwin B.K., and Grennes T.J. Nonlinear aspects of capital market integration and real interest rate equalization International Review of Economics & Finance 12 3 2003 283 303
24. Mangasarian O.L. Linear and nonlinear separation of patterns by linear programming Operations Research 13 3 1965 444 452
25. Markowitz H.M. Portfolio selection: Efficient diversification of investments 2nd ed. 1991 Wiley
26. Mollick E.R. The dynamics of crowdfunding: An exploratory study Journal of Business Venturing 29 1 2014 1 16
27. Nadaraya E.A. On non-parametric estimates of density functions and regression curves Theory of Probability & Its Applications 10 1 1965 186 190
28. Puro L., Teich J.E., Wallenius H., and Wallenius J. Borrower decision aid for people-to-people lending Decision Support Systems 49 1 2010 52 60
29. Puro L., Teich J.E., Wallenius H., and Wallenius J. Bidding strategies for real-life small loan auctions Decision Support Systems 51 1 2011 31 41
30. Rosenberg E., and Gleit A. Quantitative methods in credit management: A survey Operations Research 42 4 1994 589 613
31. Silverman B.W. Density estimation for statistics and data analysis 1986 Chapman & Hall/CRC
32. So M.M., and Thomas L.C. Modelling the profitability of credit cards by Markov decision processes European Journal of Operational Research 212 1 2011 123 130
33. Sonenshein S., Herzenstein M., and Dholakia U.M. How accounts shape lending decisions through fostering perceived trustworthiness Organizational Behavior and Human Decision Processes 115 1 2010 69 84
34. Stepanova M., and Thomas L. Survival analysis methods for personal loan data Operations Research 50 2 2002 277 289
35. Thomas L.C. Consumer credit models: pricing, profit and portfolios 2009 USA: Oxford University Press
36. Wang H., Greiner M., and Aronson J.E. People-to-people lending: the emerging e-commerce transformation of a financial market Value Creation in E-Business Management 36 13 2009 182 195
37. Wiginton J.C. A note on the comparison of logit and discriminant models of consumer credit behavior Journal of Financial and Quantitative Analysis 15 03 1980 757 770
38. Woodside-Oriakhi M., Lucas C., and Beasley J.E. Heuristic algorithms for the cardinality constrained efficient frontier European Journal of Operational Research 213 3 2011 538 550
39. Wu J., and Xu Y. A decision support system for borrowers loan in P2P lending Journal of Computers 6 6 2011 1183 1190
40. Wu T.-C., and Hsu M.-F. Credit risk assessment and decision making by a fusion approach Knowledge-Based Systems 35 2012 102 110
41. Yang B., Li L.X., Ji H., and Xu J. An early warning system for loan risk assessment using artificial neural networks Knowledge-Based Systems 14 5-6 2001 303 306
42. Yang Y. Adaptive credit scoring with kernel learning methods European Journal of Operational Research 183 2007 1521 1536
43. Zhang Z., Gao G., and Shi Y. Credit risk evaluation using multi-criteria optimization classifier with kernel, fuzzification and penalty factors European Journal of Operational Research 237 2014 335 348