Robust polychoric correlation.

Autor: Lyhagen, Johan, Ornstein, Petra
Předmět:
Zdroj: Communications in Statistics: Theory & Methods; 2023, Vol. 52 Issue 10, p3241-3261, 21p
Abstrakt: The polychoric correlation is a parametric measure of the correlation between two unobserved continuous variables when the observed variables are discrete. In this paper we propose a robust version of the polychoric correlation. Robust polychoric correlation is shown to be consistent and asymptotically normal. Results from a systematic Monte Carlo simulation suggest that the new estimator has better robustness properties than normality based maximum likelihood estimation of the polychoric correlation, with negligible costs to efficiency. [ABSTRACT FROM AUTHOR]
Databáze: Complementary Index