Hypothesis Testing in Models with Certain Block Covariance Structures

Patterned covariance matrices arise from a variety of contexts such as longitudinal studies. In this paper, the problem of testing certain block covariance matrices is considered. The likelihood ratio tests of these covariance structures are constructed and their distributions are derived. A numerical example is provided to illustrate the theoretical results.