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
[11]   THE BEHAVIOR OF STOCK-MARKET PRICES [J].
FAMA, EF .
JOURNAL OF BUSINESS, 1965, 38 (01) :34-105
[12]   EFFICIENT CAPITAL-MARKETS .2. [J].
FAMA, EF .
JOURNAL OF FINANCE, 1991, 46 (05) :1575-1617
[13]   Idiosyncratic risk and the cross-section of expected stock returns [J].
Fu, Fangjian .
JOURNAL OF FINANCIAL ECONOMICS, 2009, 91 (01) :24-37
[14]  
Giacomini R., 2007, MODEL SELECTION FORE
[15]   Tests of conditional predictive ability [J].
Giacomini, Raffaella ;
White, Halbert .
ECONOMETRICA, 2006, 74 (06) :1545-1578
[16]  
GIDEON RA, 1987, J AM STAT ASSOC, V82, P656
[17]   Information and entropy econometrics - Editor's view [J].
Golan, A .
JOURNAL OF ECONOMETRICS, 2002, 107 (1-2) :1-15
[18]   Information and entropy econometrics - volume overview and synthesis [J].
Golan, Amos .
JOURNAL OF ECONOMETRICS, 2007, 138 (02) :379-387
[19]   AUTOREGRESSIVE CONDITIONAL DENSITY-ESTIMATION [J].
HANSEN, BE .
INTERNATIONAL ECONOMIC REVIEW, 1994, 35 (03) :705-730
[20]   Asymmetries in stock returns: Statistical tests and economic evaluation [J].
Hong, Yongmiao ;
Tu, Jun ;
Zhou, Guofu .
REVIEW OF FINANCIAL STUDIES, 2007, 20 (05) :1547-1581