Decentralized Personal Credit Risk Assessment Solution

Abstract:This paper proposes a decentralized personal credit risk assessment scheme that combines the random forest algorithm and smart contract technology. Traditional credit risk assessment suffers from the problems of information opacity and assessment bias. To improve the accuracy and fairness of the assessment, the random forest model was embed in a smart contract to achieve automated and transparent credit risk assessment. Through experimental verification, Random Forest performs well in handling credit risk assessment in terms of accuracy, precision and recall. This scheme ensures the security and fairness of the assessment process while improving the precision of risk assessment.

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Published
2024-09-20
DOI
https://doi.org/10.1145/3703935.3704103
Primary Topic
Impact of AI and Big Data on Business and Society
Type
article
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Decentralized Personal Credit Risk Assessment Solution

Li‐Chi Huang, Chuan Li
Impact of AI and Big Data on Business and Society
article

Decentralized Personal Credit Risk Assessment Solution

Li‐Chi Huang, Chuan Li
article en

Abstract

Abstract:This paper proposes a decentralized personal credit risk assessment scheme that combines the random forest algorithm and smart contract technology. Traditional credit risk assessment suffers from the problems of information opacity and assessment bias. To improve the accuracy and fairness of the assessment, the random forest model was embed in a smart contract to achieve automated and transparent credit risk assessment. Through experimental verification, Random Forest performs well in handling credit risk assessment in terms of accuracy, precision and recall. This scheme ensures the security and fairness of the assessment process while improving the precision of risk assessment.

Xi’an University of Posts and Telecommunications (CN)
Decent work and economic growth
Openalex Percentile: Top 64%
Impact of AI and Big Data on Business and Society
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