The Mean-Variance-CVaR model for Portfolio Optimization Modeling using a Multi-Objective Approach Based on a Hybrid Method

被引:5
作者
Aboulaich, R. [1 ]
Ellaia, R. [1 ]
El Moumen, S. [1 ]
机构
[1] EMI, LERMA, Rabat, Morocco
关键词
CVaR; multi-objective optimization; NBI method; hybrid method SASP; simultaneous perturbation; simulated annealing; GLOBAL OPTIMIZATION; GENETIC ALGORITHM; SURFACE;
D O I
10.1051/mmnp/20105717
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper we present a new hybrid method, called SASP method. We propose the hybridization of two methods, the simulated annealing (SA), which belong to the class of global optimization based on the principles of thermodynamics, and the descent method were we estimate the gradient using the simultaneous perturbation. This hybrid method gives better results. We use the Normal Boundary Intersection approach (NBI) based on the SASP method to solve a portfolio optimization problem. Such problem is a multi-objective optimization problem, in order to solve this problem we use three statistical quantities: the expected value, the variance and the Conditional Value-at-Risk (CVaR). The purpose of this work is to find the efficient boundary of the considered multi-objective problem using the NBI method based on the SASP method.
引用
收藏
页码:103 / 108
页数:6
相关论文
共 9 条
[1]  
[Anonymous], FINANCIAL ENG NEWS
[2]  
BONNEMOY C, 1991, RAIRO-AUTOM PROD INF, V25, P497
[3]   Normal-boundary intersection: A new method for generating the Pareto surface in nonlinear multicriteria optimization problems [J].
Das, I ;
Dennis, JE .
SIAM JOURNAL ON OPTIMIZATION, 1998, 8 (03) :631-657
[4]   PORTFOLIO SELECTION [J].
Markowitz, Harry .
JOURNAL OF FINANCE, 1952, 7 (01) :77-91
[5]  
Rockafellar R., 2000, Journal of risk, V2, P21, DOI [10.21314/JOR.2000.038, DOI 10.21314/JOR.2000.038]
[6]   Conditional value-at-risk for general loss distributions [J].
Rockafellar, RT ;
Uryasev, S .
JOURNAL OF BANKING & FINANCE, 2002, 26 (07) :1443-1471
[7]   MULTIVARIATE STOCHASTIC-APPROXIMATION USING A SIMULTANEOUS PERTURBATION GRADIENT APPROXIMATION [J].
SPALL, JC .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1992, 37 (03) :332-341
[8]   Modifications of real code genetic algorithm for global optimization [J].
Tsoulos, Ioannis G. .
APPLIED MATHEMATICS AND COMPUTATION, 2008, 203 (02) :598-607
[9]   A hybrid genetic algorithm for a class of global optimization problems with box constraints [J].
Yuan, Quan ;
He, Zhiqing ;
Leng, Huinan .
APPLIED MATHEMATICS AND COMPUTATION, 2008, 197 (02) :924-929