Borrowers’ credit quality scoring model and applications, with default discriminant analysis based on the extreme learning machine
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DOI: 10.1016/j.techfore.2020.120462
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- Guo, Yanhong & Zhou, Wenjun & Luo, Chunyu & Liu, Chuanren & Xiong, Hui, 2016. "Instance-based credit risk assessment for investment decisions in P2P lending," European Journal of Operational Research, Elsevier, vol. 249(2), pages 417-426.
- Rajkamal Iyer & Asim Ijaz Khwaja & Erzo F. P. Luttmer & Kelly Shue, 2016.
"Screening Peers Softly: Inferring the Quality of Small Borrowers,"
Management Science, INFORMS, vol. 62(6), pages 1554-1577, June.
- Rajkamal Iyer & Asim Ijaz Khwaja & Erzo F.P. Luttmer & Kelly Shue, 2009. "Screening Peers Softly: Inferring the Quality of Small Borrowers," NBER Working Papers 15242, National Bureau of Economic Research, Inc.
- Asim Khwaja & Rajkamal Iyer & Erzo Luttmer & Kelly Shue, 2013. "Screening Peers Softly: Inferring the Quality of Small Borrowers," CID Working Papers 259, Center for International Development at Harvard University.
- Iyer, Rajkamal & Khwaja, Asim Ijaz & Luttmer, Erzo F. P. & Shue, Kelly, 2013. "Screening Peers Softly: Inferring the Quality of Small Borrowers," Working Paper Series rwp13-017, Harvard University, John F. Kennedy School of Government.
- Parguel, Béatrice & Lunardo, Renaud & Benoit-Moreau, Florence, 2017. "Sustainability of the sharing economy in question: When second-hand peer-to-peer platforms stimulate indulgent consumption," Technological Forecasting and Social Change, Elsevier, vol. 125(C), pages 48-57.
- Pingfan Xia & Zhiwei Ni & Xuhui Zhu & Liping Ni, 2019. "A Novel Key Influencing Factors Selection Approach of P2P Lending Investment Risk," Mathematical Problems in Engineering, Hindawi, vol. 2019, pages 1-12, November.
- Zhou, Jing & Li, Wei & Wang, Jiaxin & Ding, Shuai & Xia, Chengyi, 2019. "Default prediction in P2P lending from high-dimensional data based on machine learning," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 534(C).
- Guotai Chi & Zhipeng Zhang, 2017. "Multi Criteria Credit Rating Model for Small Enterprise Using a Nonparametric Method," Sustainability, MDPI, vol. 9(10), pages 1-23, October.
- Riza Emekter & Yanbin Tu & Benjamas Jirasakuldech & Min Lu, 2015. "Evaluating credit risk and loan performance in online Peer-to-Peer (P2P) lending," Applied Economics, Taylor & Francis Journals, vol. 47(1), pages 54-70, January.
- Béatrice Parguel & Renaud Lunardo & Florence Benoît-Moreau, 2017. "Sustainability of the sharing economy in question: When second-hand peer-to-peer platforms stimulate indulgent consumption," Post-Print hal-01819619, HAL.
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Cited by:
- Shi, Yong & Qu, Yi & Chen, Zhensong & Mi, Yunlong & Wang, Yunong, 2024. "Improved credit risk prediction based on an integrated graph representation learning approach with graph transformation," European Journal of Operational Research, Elsevier, vol. 315(2), pages 786-801.
- Pranith Kumar Roy & Krishnendu Shaw, 2021. "A multicriteria credit scoring model for SMEs using hybrid BWM and TOPSIS," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-27, December.
- Sun, Weixin & Zhang, Xuantao & Li, Minghao & Wang, Yong, 2023. "Interpretable high-stakes decision support system for credit default forecasting," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
- Yu, Baojun & Li, Changming & Mirza, Nawazish & Umar, Muhammad, 2022. "Forecasting credit ratings of decarbonized firms: Comparative assessment of machine learning models," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
- Zhang, Lifeng & Chao, Xiangrui & Qian, Qian & Jing, Fuying, 2022. "Credit evaluation solutions for social groups with poor services in financial inclusion: A technical forecasting method," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
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Keywords
Borrower credit score model; Accuracy of default discrimination; Extreme learning machine; Fcm algorithm; Confusion matrix;All these keywords.
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