基于非凸规划的中小微企业信贷策略研究
Research on Credit Strategy of Micro, Small and Medium Enterprise Based on Non-Convex Programming
摘要: 近年来,中小微企业在不断发展壮大,基于中小微企业的信贷数据制定信贷策略已成为银行等金融机构亟需解决的问题。为此,本文构建了一种基于非凸规划的中小微企业信贷策略模型。首先,用模糊综合评价法对中小微企业的风险因素进行量化分析。其次,以银行利润最大且风险最小为目标,在银行年度信贷总额固定的条件下,构建了信贷策略优化模型。再次,分析了该模型的凸性,通过将目标函数进行二阶泰勒展开,设计了一种模型的求解算法。最后,结合123家有信贷记录企业的相关数据,给出了某银行对各中小微企业的信贷策略。
Abstract: In recent years, the Micro, Small and Medium Enterprises (MSMEs) are developing rapidly. It has become an urgent problem for banks and other financial institutions to formulate credit strategies based on the credit data. Therefore, a credit strategy model for MSMEs based on non-convex pro-gramming is constructed. Firstly, the risk factors of MSMEs are quantitatively analyzed with fuzzy comprehensive evaluation method. Secondly, with the goal of maximizing the profit and minimizing the risk, a credit strategy optimization model is constructed under the condition of fixed annual to-tal bank credit. Thirdly, the convexity of the model is analyzed, and an algorithm for solving the model is designed by using the second-order Taylor expansion of the objective function. Finally, combining with the credit data for 123 enterprises, the credit strategy of some bank for each MSME is given.
文章引用:向进, 高富, 李旭涛, 邝宏政, 刘嘉龙, 马丽涛, 陈继强. 基于非凸规划的中小微企业信贷策略研究[J]. 应用数学进展, 2022, 11(5): 3114-3124. https://doi.org/10.12677/AAM.2022.115331

参考文献

[1] 陈入嘉, 熊光明. 银税合作背景下中小企业纳税信用服务研究[J]. 中国商论, 2020(17): 135-136.
[2] Okoye, N. (2017) Microfinance Regulation and Social Sustainability of Microfinance Institutions: The Case of Nigeria and Zambia. Annals of Public and Cooperative Economics, 88, 611-632.
[3] Gietzen, T. (2017) The Exposure of Microfinance In-stitutions to Financial Risk. Review of Development Finance, 7, 120-133.
[4] Weber, R. (2017) Can Flexible Agricul-tural Microfinance Loans Limit the Repayment Risk of Low Diversified Farmers? Agricultural Economics, 48, 537-548. [Google Scholar] [CrossRef
[5] 蒋国锋. 农村信用社小额信贷风险控制策略分析[J]. 农村经济与科技, 2016, 27(18): 99, 108.
[6] 梁彩红. 论商业银行小微企业信贷风险管理[J]. 上海金融, 2014(9): 108-110.
[7] 沈治寰. 基于内部控制的商业银行信贷风险管理研究[J]. 中国商论, 2017(10): 46-47.
[8] 金沙沙. 关于银行经济资本管理现状的探讨[J]. 现代经济信息, 2018(12): 305.
[9] 陈啸. 普惠金融、关系型借贷与农村中小企业融资[J]. 经济问题, 2017(4): 65-69.
[10] 朱泰霖. 我国商业银行中小企业信贷风险管理研究[J]. 时代金融, 2020(30): 19-21.
[11] 曹景怡, 李嘉雯. 基于主成分分析法的中小微企业信贷策略研究[J]. 商场现代化, 2020(20): 106-108.
[12] 孙小丽. 基于KMV模型的商业银行信用风险测算研究[D]: [博士学位论文]. 北京: 北京邮电大学, 2013.
[13] 黄植. 基于KMV模型的上市企业信用风险度量研究[D]: [硕士学位论文]. 咸阳: 西北农林科技大学, 2014.
[14] 李慧玲, 张春阳, 李卓识, 刘庆怀. 解非凸优化问题的一个同伦内点方法[J]. 东北师大学报(自然科学版), 2009, 41(4): 35-38.