Second-order stochastic dominance constrained portfolio optimization: Theory and computational tests

被引:15
|
作者
Kallio, Markku [1 ]
Hardoroudi, Nasim Dehghan [1 ]
机构
[1] Aalto Univ, Dept Informat & Serv Econ, Sch Business, Espoo, Finland
关键词
Portfolio optimization; Second-order stochastic dominance; Stochastic programming; Mean-risk model; Expected utility; RISK; UTILITY;
D O I
10.1016/j.ejor.2017.06.067
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Due to the definition of second-order stochastic dominance (SSD) in terms of utility theory, portfolio optimization with SSD constraints is of major practical interest. We contribute to the field in two ways: first, we present a self-contained theory with some new results and new proofs of known results; second, we perform a set of tests for computational efficiency. We provide new and simple arguments for the formulation of SSD constraints in a mathematical programming framework. For many individuals, an SSD constraint may seem too severe wherefore various relaxations (ASSD), have been proposed. We introduce yet another relaxation, directional SSD, where a candidate portfolio is admissible if a step from the benchmark in the direction of the candidate yields a dominating portfolio. Optimal step size depends on individual preferences reflected by the objective function. We compare computational efficiency of seven approaches for SD constrained portfolio problems, including SSD and ASSD constrained cases. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:675 / 685
页数:11
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