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- W3124138210 abstract "This paper investigates how to improve statistical-based credit scoring of SMEs involved in P2P lending. The methodology discussed in the paper is a factor network-based segmentation for credit score modeling. The approach first constructs a network of SMEs where links emerge from comovement of latent factors, which allows us to segment the heterogeneous population into clusters. We then build a credit score model for each cluster via lasso logistic regression. We compare our approach with the conventional logistic model by analyzing the credit score of over 15000 SMEs engaged in P2P lending services across Europe. The result reveals that credit risk modeling using our network-based segmentation achieves higher predictive performance than the conventional model." @default.
- W3124138210 created "2021-02-01" @default.
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- W3124138210 date "2019-01-01" @default.
- W3124138210 modified "2023-09-23" @default.
- W3124138210 title "Factorial Network Models To Improve P2P Credit Risk Management" @default.
- W3124138210 hasPublicationYear "2019" @default.
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