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基于高阶矩风险控制的贷款组合优化模型

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Indexed by:期刊论文

Date of Publication:2022-06-29

Journal:系统工程理论与实践

Affiliation of Author(s):经济管理学院

Issue:2

Page Number:257-267

ISSN No.:1000-6788

Abstract:By using VaR as risk control of the loans portfolio, using skewness constrain to avoid the distribution of loan portfolio yield toward left of mean to reduce left side risk of general risk, using kurtosis constrain as the control of the distribution's fat tail on both sides to reduce the extreme loss, the optimal model of loan portfolio which targets the maximum rate of return on bank loans portfolio based on the higher central-moment constraints is set up. The contribution of this article is we identified the importance of using higher central-moments, especially the kurtosis in bank loans portfolio optimization. Addition to the classic Markowitz model, we build a mean-variance-skewness-kurtosis model which introduced kurtosis constrain to reduce the extreme loss, skewness constrain to avoid general risk and VaR as risk control of the loans portfolio. The model we built controls the portfolio's risk from multi-angle and extends the classic mean-variance optimal theory.

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