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2018 | OriginalPaper | Buchkapitel

Credit Risk Assessment of Peer-to-Peer Lending Borrower Utilizing BP Neural Network

verfasst von : Zhengnan Yuan, Zihao Wang, He Xu

Erschienen in: Advances in Internetworking, Data & Web Technologies

Verlag: Springer International Publishing

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Abstract

This paper proposes an innovated approach of risk assessment of borrowers based on the BP neutral network model. Specifically, firstly, referring to the empirical data published by the website ‘peer-to-peer lender’ and the indicators of personal credit risk assessment from commercial bank is an efficient method to pick several valid values through data processing, classification and quantification, then the final modeling indicators are selected by information gain technology. Secondly, the new credit risk assessment model is formed after training the modeling indicators. Meanwhile, several strings of collected testing data would be substituted to find out the default rates which are supposed to be compared with the practical ones on the website and the calculated ones from existing credit risk assessment evaluating models. Last but not the least, the effect of this new method is evaluated.

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Literatur
1.
Zurück zum Zitat Chen, Y.F., Wu, C.J.: Influence of website design on consumer emotion and purchase intention in travel websites. Int. J. Technol. Hum. Interact. (IJTHI) 12(4), 15–29 (2016)MathSciNetCrossRef Chen, Y.F., Wu, C.J.: Influence of website design on consumer emotion and purchase intention in travel websites. Int. J. Technol. Hum. Interact. (IJTHI) 12(4), 15–29 (2016)MathSciNetCrossRef
2.
Zurück zum Zitat Sula, A., Spaho, E., Matsuo, K., et al.: A new system for supporting children with autism spectrum disorder based on IoT and P2P technology. Int. J. Space-Based Situated Comput. 4(1), 55–64 (2014)CrossRef Sula, A., Spaho, E., Matsuo, K., et al.: A new system for supporting children with autism spectrum disorder based on IoT and P2P technology. Int. J. Space-Based Situated Comput. 4(1), 55–64 (2014)CrossRef
3.
Zurück zum Zitat Di Stefano, A., Morana, G., Zito, D.: QoS-aware services composition in P2PGrid environments. Int. J. Grid Util. Comput. 2(2), 139–147 (2011)CrossRef Di Stefano, A., Morana, G., Zito, D.: QoS-aware services composition in P2PGrid environments. Int. J. Grid Util. Comput. 2(2), 139–147 (2011)CrossRef
4.
Zurück zum Zitat Sawamura, S., Barolli, A., Aikebaier, A., et al.: Design and evaluation of algorithms for obtaining objective trustworthiness on acquaintances in P2P overlay networks. Int. J. Grid Util. Comput. 2(3), 196–203 (2011)CrossRef Sawamura, S., Barolli, A., Aikebaier, A., et al.: Design and evaluation of algorithms for obtaining objective trustworthiness on acquaintances in P2P overlay networks. Int. J. Grid Util. Comput. 2(3), 196–203 (2011)CrossRef
5.
Zurück zum Zitat Takeda, A., Oide, T., Takahashi, A.: Simple dynamic load balancing mechanism for structured P2P network and its evaluation. Int. J. Grid Util. Comput. 3(2–3), 126–135 (2012)CrossRef Takeda, A., Oide, T., Takahashi, A.: Simple dynamic load balancing mechanism for structured P2P network and its evaluation. Int. J. Grid Util. Comput. 3(2–3), 126–135 (2012)CrossRef
6.
Zurück zum Zitat Eftychiou, A., Vrusias, B., Antonopoulos, N.: A dynamically semantic platform for efficient information retrieval in P2P networks. Int. J. Grid Util. Comput. 3(4), 271–283 (2012)CrossRef Eftychiou, A., Vrusias, B., Antonopoulos, N.: A dynamically semantic platform for efficient information retrieval in P2P networks. Int. J. Grid Util. Comput. 3(4), 271–283 (2012)CrossRef
7.
Zurück zum Zitat Higashino, M., Hayakawa, T., Takahashi, K., et al.: Management of streaming multimedia content using mobile agent technology on pure P2P-based distributed e-learning system. Int. J. Grid Util. Comput. 5(3), 198–204 (2014)CrossRef Higashino, M., Hayakawa, T., Takahashi, K., et al.: Management of streaming multimedia content using mobile agent technology on pure P2P-based distributed e-learning system. Int. J. Grid Util. Comput. 5(3), 198–204 (2014)CrossRef
8.
Zurück zum Zitat Holyoak, K.J.: Parallel distributed processing: explorations in the microstructure of cognition. Science 236, 992–997 (1987)CrossRef Holyoak, K.J.: Parallel distributed processing: explorations in the microstructure of cognition. Science 236, 992–997 (1987)CrossRef
9.
Zurück zum Zitat Rochester, N., Holland, J., Haibt, L., et al.: Tests on a cell assembly theory of the action of the brain, using a large digital computer. IRE Trans. Inf. Theory 2(3), 80–93 (1956)CrossRef Rochester, N., Holland, J., Haibt, L., et al.: Tests on a cell assembly theory of the action of the brain, using a large digital computer. IRE Trans. Inf. Theory 2(3), 80–93 (1956)CrossRef
10.
Zurück zum Zitat Hoskins, J.C., Himmelblau, D.M.: Process control via artificial neural networks and reinforcement learning. Comput. Chem. Eng. 16(4), 241–251 (1992)CrossRef Hoskins, J.C., Himmelblau, D.M.: Process control via artificial neural networks and reinforcement learning. Comput. Chem. Eng. 16(4), 241–251 (1992)CrossRef
11.
Zurück zum Zitat Ciresan, D., Giusti, A., Gambardella, L.M., et al.: Deep neural networks segment neuronal membranes in electron microscopy images. In: Advances in Neural Information Processing Systems, pp. 2843–2851 (2012) Ciresan, D., Giusti, A., Gambardella, L.M., et al.: Deep neural networks segment neuronal membranes in electron microscopy images. In: Advances in Neural Information Processing Systems, pp. 2843–2851 (2012)
Metadaten
Titel
Credit Risk Assessment of Peer-to-Peer Lending Borrower Utilizing BP Neural Network
verfasst von
Zhengnan Yuan
Zihao Wang
He Xu
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-59463-7_3