A1357
Title: Testing the independence of variables for specific covariance structures: A simulation study
Authors: Filipe Marques - University of Lisbon (Portugal) [presenting]
Abstract: The purpose is to show how it is possible to test the nullity of covariances in a set of variables using a simple univariate procedure. The methodology proposed enables performing the multivariate test of independence of several variables under specific conditions for the covariance structure. The methodology proposed may be used in the high-dimensional setting and, given its simplicity, allows for overcoming the difficulties in using the exact distribution of the statistic used in the likelihood ratio testing procedure. A simulation study is provided to assess the power and significance level, in different scenarios, of the testing procedure proposed when compared with different likelihood ratio tests and a methodology available in the literature.