MEAN-ABSOLUTE DEVIATION PORTFOLIO OPTIMIZATION MODEL AND ITS APPLICATIONS TO TOKYO STOCK-MARKET

被引:967
作者
KONNO, H [1 ]
YAMAZAKI, H [1 ]
机构
[1] TOKYO INST TECHNOL,DEPT SOCIAL ENGN,TOKYO 152,JAPAN
关键词
PORTFOLIO OPTIMIZATION; L1 RISK FUNCTION; LINEAR PROGRAMMING; MARKOWITZ MODEL; SINGLE-FACTOR MODEL;
D O I
10.1287/mnsc.37.5.519
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The purpose of this paper is to demonstrate that a portfolio optimization model using the L1 risk (mean absolute deviation risk) function can remove most of the difficulties associated with the classical Markowitz's model while maintaining its advantages over equilibrium models. In particular, the L1 risk model leads to a linear program instead of a quadratic program, so that a large-scale optimization problem consisting of more than 1,000 stocks may be solved on a real time basis. Numerical experiments using the historical data of NIKKEI 225 stocks show that the L1 risk model generates a portfolio quite similar to that of the Markowitz's model within a fraction of time required to solve the latter.
引用
收藏
页码:519 / 531
页数:13
相关论文
共 17 条
[11]   LARGE-SCALE PORTFOLIO OPTIMIZATION [J].
PEROLD, AF .
MANAGEMENT SCIENCE, 1984, 30 (10) :1143-1160
[12]  
RAO CR, 1965, LINEAR STATISTICAL I
[13]  
Sharpe W. F., 1967, MANAGE SCI, V13, P499, DOI [10.1287/mnsc.13.7.499, DOI 10.1287/MNSC.13.7.499]
[14]   CAPITAL-ASSET PRICES - A THEORY OF MARKET EQUILIBRIUM UNDER CONDITIONS OF RISK [J].
SHARPE, WF .
JOURNAL OF FINANCE, 1964, 19 (03) :425-442
[15]   LINEAR PROGRAMMING APPROXIMATION FOR GENERAL PORTFOLIO ANALYSIS PROBLEM [J].
SHARPE, WF .
JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS, 1971, 6 (05) :1263-1275
[16]   A SIMPLIFIED MODEL FOR PORTFOLIO ANALYSIS [J].
SHARPE, WF .
MANAGEMENT SCIENCE, 1963, 9 (02) :277-293
[17]   LINEAR PROGRAMMING FORMULATION OF GENERAL PORTFOLIO SELECTION PROBLEM [J].
STONE, BK .
JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS, 1973, 8 (04) :621-636