Recovering copulas from limited information and an application to asset allocation

被引:26
作者
Chu, Ba [1 ]
机构
[1] Carleton Univ, Dept Econ, Ottawa, ON K1S 5B6, Canada
关键词
Shannon entropy; Most entropic copulas; The Kullback-Leibler cross entropy; Rank correlations; CRRA utility functions; EXPECTED STOCK RETURNS; RANK CORRELATION; ENTROPY ECONOMETRICS; DISTRIBUTIONS; DEPENDENCE; RISK; MARKETS; DENSITY; TESTS;
D O I
10.1016/j.jbankfin.2010.12.011
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper proposes an entropy-based method to construct a new class of copulas - the most entropic canonical copulas (MECC). Our empirical study focuses on an investment problem for an investor with a constant relative risk aversion (CRRA) utility function allocating wealth between the Dow Jones Large-Cap and Small-Cap indices, of which the contemporaneous dependence can be modeled by the MECC or other commonly-used copulas. Both the theoretical analysis of the method and the empirical study indicate the potential for enormous statistical and economic gains as a result of using the MECC. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:1824 / 1842
页数:19
相关论文
共 41 条
[1]   Variable selection for portfolio choice [J].
Aït-Sahalia, Y ;
Brandt, MW .
JOURNAL OF FINANCE, 2001, 56 (04) :1297-1351
[2]   Testing for serial correlation against an ARMA(1, 1) process [J].
Andrews, DWK ;
Ploberger, W .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1996, 91 (435) :1331-1342
[3]   High idiosyncratic volatility and low returns: International and further US evidence [J].
Ang, Andrew ;
Hodrick, Robert J. ;
Xing, Yuhang ;
Zhang, Xiaoyan .
JOURNAL OF FINANCIAL ECONOMICS, 2009, 91 (01) :1-23
[4]   Interpolation of Lipschitz functions [J].
Beliakov, Gleb .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2006, 196 (01) :20-44
[5]   Rank correlation - An alternative measure [J].
Blest, DC .
AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS, 2000, 42 (01) :101-111
[6]   International diversification: A copula approach [J].
Chollete, Loran ;
de la Pena, Victor ;
Lu, Ching-Chih .
JOURNAL OF BANKING & FINANCE, 2011, 35 (02) :403-417
[7]  
Durrett R., 2019, Probability: Theory and Examples
[8]   INCREASING GENERALIZED CORRELATION - DEFINITION AND SOME ECONOMIC CONSEQUENCES [J].
EPSTEIN, LG ;
TANNY, SM .
CANADIAN JOURNAL OF ECONOMICS-REVUE CANADIENNE D ECONOMIQUE, 1980, 13 (01) :16-34
[9]   DIVIDEND YIELDS AND EXPECTED STOCK RETURNS [J].
FAMA, EF ;
FRENCH, KR .
JOURNAL OF FINANCIAL ECONOMICS, 1988, 22 (01) :3-25
[10]  
FAMA EF, 1981, AM ECON REV, V71, P545