A new index to measure positive dependence in trivariate distributions

被引:9
作者
Garcia, Jesus E. [1 ]
Gonzalez-Lopez, V. A. [1 ]
Nelsen, R. B. [2 ]
机构
[1] Univ Estadual Campinas, Dept Stat, BR-13083859 Sao Paulo, Brazil
[2] Lewis & Clark Coll, Dept Math Sci, Portland, OR 97219 USA
基金
巴西圣保罗研究基金会;
关键词
Measure of association; Directional dependence; Copula; EMPIRICAL COPULA PROCESSES; LINGUISTIC RHYTHM; SPEARMANS-RHO; MULTIVARIATE; INDEPENDENCE; TESTS; CONCORDANCE; EFFICIENCY;
D O I
10.1016/j.jmva.2012.11.007
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We introduce a new index to detect dependence in trivariate distributions. The index is based on the maximization of the coefficients of directional dependence over the set of directions. We show how to calculate the index using the three pairwise Spearman's rho coefficients and the three common 3-dimensional versions of Spearman's rho. We obtain the asymptotic distributions of the empirical processes related to the estimators of the coefficients of directional dependence and also we derive the asymptotic distribution of our index. We display examples where the index identifies dependence undetected by the aforementioned 3-dimensional versions of Spearman's rho. The value of the new index and the direction in which the maximal dependence occurs are easily computed and we illustrate with a simulation study and a real data set. (C) 2012 Elsevier Inc. All'rights reserved.
引用
收藏
页码:481 / 495
页数:15
相关论文
共 29 条
[1]   Pair-copula constructions of multiple dependence [J].
Aas, Kjersti ;
Czado, Claudia ;
Frigessi, Arnoldo ;
Bakken, Henrik .
INSURANCE MATHEMATICS & ECONOMICS, 2009, 44 (02) :182-198
[2]  
Abercrombie D., 1967, ELEMENTS GEN PHONETI
[3]  
[Anonymous], 1972, Distributions in Statistics: Continuous Multivariate Distributions
[4]  
[Anonymous], 2006, J. Probab. Stat. Sci.
[5]   STRESS-TIMING AND SYLLABLE-TIMING REANALYZED [J].
DAUER, RM .
JOURNAL OF PHONETICS, 1983, 11 (01) :51-62
[6]   AN ASYMPTOTIC DECOMPOSITION FOR MULTIVARIATE DISTRIBUTION-FREE TESTS OF INDEPENDENCE [J].
DEHEUVELS, P .
JOURNAL OF MULTIVARIATE ANALYSIS, 1981, 11 (01) :102-113
[7]  
DUGUE D, 1975, CR ACAD SCI A MATH, V281, P1103
[8]   Weak convergence of empirical copula processes [J].
Fermanian, JD ;
Radulovic, D ;
Wegkamp, M .
BERNOULLI, 2004, 10 (05) :847-860
[9]   The phonology of rhythm from Classical to Modern Portuguese [J].
Frota, Sonia ;
Galves, Charlotte ;
Vigario, Marina ;
Gonzalez-Lopez, Veronica ;
Abaurre, Bernadete .
JOURNAL OF HISTORICAL LINGUISTICS, 2012, 2 (02) :173-207
[10]   On testing equality of pairwise rank correlations in a multivariate random vector [J].
Gaisser, Sandra ;
Schmid, Friedrich .
JOURNAL OF MULTIVARIATE ANALYSIS, 2010, 101 (10) :2598-2615