Some aspects of testing non-nested hypotheses

This paper examines some aspects of testing non-nested hypotheses. An inequality between the Cox and Atkinson statistics is noted, and the necessary and sufficient condition for the Atkinson test to be consistent is derived. A new test procedure is also outlined. The rest of the paper illustrates the various test statistics, their properties, and relationships for competing linear regression models.