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机会约束下贷款组合优化决策的方差最小化模型
引用本文:宁玉富,唐万生,严维真.机会约束下贷款组合优化决策的方差最小化模型[J].计算机应用,2008,28(5):1325-1327.
作者姓名:宁玉富  唐万生  严维真
作者单位:1. 天津大学,管理学院,天津,300072;德州学院,计算机系,山东,德州,253023
2. 天津大学,管理学院,天津,300072
基金项目:国家自然科学基金 , 中国博士后科学基金
摘    要:通过把贷款的收益率刻画为模糊变量,提出了机会约束下贷款组合优化决策的方差最小化模型。针对贷款收益率是特殊的三角模糊变量的情况,给出模型的清晰等价类,对等价类模型用传统的方法进行求解。对于贷款收益率的隶属函数比较复杂的情况,应用集成模糊模拟、神经网络、遗传算法和同步扰动随机逼近算法的混合优化算法求解模型。数值算例验证了模型和算法的有效性。

关 键 词:贷款组合  机会约束  方差最小化模型  模糊变量  模糊模拟  遗传算法
文章编号:1001-9081(2008)05-1325-03
收稿时间:2007-11-09
修稿时间:2007年11月9日

Variance minimization model for optimization decision-making of loan portfolio under chance constraints
NING Yu-fu,TANG Wan-sheng,YAN Wei-zhen.Variance minimization model for optimization decision-making of loan portfolio under chance constraints[J].journal of Computer Applications,2008,28(5):1325-1327.
Authors:NING Yu-fu  TANG Wan-sheng  YAN Wei-zhen
Affiliation:NING Yu-fu1,2,TANG Wan-sheng1,YAN Wei-zhen1(1.School of Management,Tianjin University,Tianjin 370002,China,2.Department of Computer Science,Dezhou University,Dezhou Sh,ong 253023,China)
Abstract:Variance minimization model for optimization decision-making of loan portfolio under chance constraints was proposed by characterizing loan return rates as fuzzy variables. For the case where the loan return rates were special triangular fuzzy variables, the crisp equivalents of the models were given and could be solved with the traditional methods. The hybrid optimization algorithm was employed to solve the models where the membership functions of loan return rates were complex. The algorithm integrated fuzzy simulation, neural network, genetic algorithm and simultaneous perturbation stochastic approximation algorithm. Numerical examples illustrate the effectiveness of the models and the algorithm.
Keywords:loan portfolio  chance constraints  variance minimization model  fuzzy variable  fuzzy simulation  Genetic Algorithm (GA)
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