Some Data Reduction Methods to Analyze the Dependence with Highly Collinear Variables: A Simulation Study

摘要

The dependence relationship between two sets of variables is a subject of interest in statistical field. A frequent obstacle is that several of the explanatory variables will vary in rather similar ways. As a result, their collective power of explanation