Multi-period mean-variance portfolio selection with practical constraints using heuristic genetic algorithms

被引:2
作者
Chen, Yao-Tsung [1 ]
Yang, Hao-Qun [1 ]
机构
[1] Natl Penghu Univ Sci & Technol, Dept Comp Sci & Informat Engn, 300 Liao Ho Rd, Ma Kung City 88046, Penghu, Taiwan
关键词
multi-period portfolio selection; mean-variance formulation; genetic algorithm; transaction costs; OPTIMIZATION; PRINCIPLES; LIABILITY;
D O I
10.1504/IJCEE.2020.108382
中图分类号
F [经济];
学科分类号
02 ;
摘要
Since Markowitz proposed the mean-variance (MV) formulation in 1952, it has been used to configure various portfolio selection problems. However Markowitz's solution is only for a single period. Multi-period portfolio selection problems have been studied for a long time but most solutions depend on various forms of utility function, which are unfamiliar to general investors. Some works have formulated the problems as MV models and solved them analytically in closed form subject to certain assumptions. Unlike analytical solutions, genetic algorithms (GA) are more flexible because they can solve problems without restrictive assumptions. The purpose of this paper is to formulate multi-period portfolio selection problems as MV models and solve them by GA. To illustrate the generality of our algorithm, we implement a program by Microsoft Visual Studio to solve a multi-period portfolio selection problem for which there exists no general analytical solution.
引用
收藏
页码:209 / 221
页数:13
相关论文
共 27 条
  • [1] Adcock S, 2016, GAUL ONLINE DOCUMENT
  • [2] Markowitz principles for multi-period portfolio selection problems with moments of any order
    Chellathurai, Thamayanthi
    Draviam, Thangaraj
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2008, 464 (2092): : 827 - 854
  • [3] OPTIMAL PORTFOLIO REVISION POLICY
    CHEN, AHY
    JEN, FC
    ZIONTS, S
    [J]. JOURNAL OF BUSINESS, 1971, 44 (01) : 51 - 61
  • [4] A generalized multi-period mean-variance portfolio optimization with Markov switching parameters
    Costa, Oswaldo L. V.
    Araujo, Michael V.
    [J]. AUTOMATICA, 2008, 44 (10) : 2487 - 2497
  • [5] Darwin C, 2009, ON THE ORIGIN OF SPECIES, P1, DOI 10.1017/CBO9780511694295.004
  • [6] Draviam T, 2002, P ROY SOC A-MATH PHY, V458, P2571, DOI 10.1098/rspa.2002.0933
  • [7] Multiperiod portfolio optimization with terminal liability: Bounds for the convex case
    Edirisinghe, NCP
    [J]. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2005, 32 (1-2) : 29 - 59
  • [8] Geyer A, 2009, COMPUT MANAG SCI, V6, P187, DOI 10.1007/s10287-008-0089-9
  • [9] Goodwin T.H., 1998, FINANCIAL ANAL J, V54, P34, DOI [10.2469/faj.v54.n4.2196, DOI 10.2469/FAJ.V54.N4.2196]
  • [10] MULTI-PERIOD MEAN-VARIANCE ANALYSIS - TOWARD A GENERAL THEORY OF PORTFOLIO CHOICE
    HAKANSSON, NH
    [J]. JOURNAL OF FINANCE, 1971, 26 (04) : 857 - 884