Abstract
It is shown here that Kendall's τ and Spearman's ρ are monotone with respect to the concordance ordering of pairs of discrete as well as continuous random variables. This extends and completes results of [Tchen, A.H., 1980, The Annals of Probability, 8, 814-827.] It is also shown that various relationships between Kendall's τ and Spearman's ρ mentioned in [Nelsen, R.B., 1999, An Introduction to Copulas. Lecture Notes in Statistics no. 139 (New York: Springer).] remain valid for discrete variables. In particular, a result of [Capéraà, P. and Genest, C., 1993, Journal of Nonparametric Statistics, 2, 183-194.] is extended to the case of discrete random pairs. Finally, an analytic expression is given for the most extreme values of Kendall's τ and Spearman's ρ associated with discrete uniform variates. © 2005 Taylor & Francis Group Ltd.
| Original language | English |
|---|---|
| Pages (from-to) | 541-554 |
| Number of pages | 13 |
| Journal | Journal of Nonparametric Statistics |
| Volume | 17 |
| Issue number | 5 |
| DOIs | |
| Publication status | Published - Jul 2005 |
Keywords
- Concordance measures
- Concordance order
- Copulas
- Dependence properties
- Fréchet bounds
- Monotone dependence