Genetic Algorithm with an Application to Complex Portfolio Selection

被引:1
|
作者
Chen, Wei [1 ]
Yang, Ling [2 ]
Xu, Wei-jun [3 ]
Cai, Yong-Ming [4 ]
机构
[1] Capital Univ Econ & Business, Sch Informat, Beijing 100070, Peoples R China
[2] Beijing jiatong univ, Sch Econ & Managment, Beijing, Peoples R China
[3] South China Univ Technol, Sch Business Adm, Guangzhou, Peoples R China
[4] Univ jinan, Sch Management, Jinan 250022, Peoples R China
关键词
D O I
10.1109/ICNC.2008.323
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a realistic portfolio selection problem is studied and genetic algorithm is designed to solve the corresponding quadratic mixed-integer problem. At first, anew portfolio selection model, as an alternative to the standard Markowitz model, is formulated for selecting portfolios with transaction costs and transaction roundlot constraint. In addition, due to these complex constraints traditional optimization algorithms fail to work efficiently and heuristic algorithms can be the best method, so a genetic algorithm is designed to solve our proposed problem. Finally, a numerical example is given to illustrate our proposed effective model and method.
引用
收藏
页码:333 / +
页数:2
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