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Quantitative analysis of non-exchangeability in bivariate copulas: Sharp bounds, statistical tests and mixing constructions

Manuel Úbeda-Flores

Abstract

A bivariate random vector $(X,Y)$ is exchangeable if $(X,Y)$ and $(Y,X)$ share the same distribution, which in copula terms amounts to $C(u,v)=C(v,u)$. Building on the axiomatic framework of [F. Durante, E.P. Klement, C. Sempi, M. Úbeda-Flores (2010). Measures of non-exchangeability for bivariate random vectors. Statistical Papers 51(3), 687--699], we develop three original contributions. We derive sharp upper bounds on the non-exchangeability measure $μ_p(C)$ in terms of the Schweizer and Wolff dependence measure and Spearman's $ρ$. We prove the exact scaling identity $μ_p(αC+(1-α)C^t)=|2α-1|\,μ_p(C)$ for all $p\in[1,+\infty]$, enabling explicit prescription of any target degree of non-exchangeability. Finally, we propose and analyse a nonparametric permutation test for $H_0:C=C^t$, prove its consistency, and validate its finite-sample performance via Monte Carlo simulation.

Quantitative analysis of non-exchangeability in bivariate copulas: Sharp bounds, statistical tests and mixing constructions

Abstract

A bivariate random vector is exchangeable if and share the same distribution, which in copula terms amounts to . Building on the axiomatic framework of [F. Durante, E.P. Klement, C. Sempi, M. Úbeda-Flores (2010). Measures of non-exchangeability for bivariate random vectors. Statistical Papers 51(3), 687--699], we develop three original contributions. We derive sharp upper bounds on the non-exchangeability measure in terms of the Schweizer and Wolff dependence measure and Spearman's . We prove the exact scaling identity for all , enabling explicit prescription of any target degree of non-exchangeability. Finally, we propose and analyse a nonparametric permutation test for , prove its consistency, and validate its finite-sample performance via Monte Carlo simulation.

Paper Structure

This paper contains 20 sections, 9 theorems, 47 equations, 3 tables.

Key Result

Proposition 1

Let $C\in\mathcal{C}$. Then for all $p\in[1,+\infty]$. Moreover, the constant $2/c_p$ is sharp for every $p\in[1,+\infty]$.

Theorems & Definitions (28)

  • Proposition 1
  • proof
  • Remark 1
  • Proposition 2
  • proof
  • Remark 2
  • Proposition 3
  • proof
  • Corollary 4
  • proof
  • ...and 18 more