Statistics: Handle with Care, Detecting Multiple Model Components with the Likelihood Ratio Test

Rostislav Protassov, David A. van Dyk, Alanna Connors +2

The likelihood ratio test (LRT) and the related $F$ test, do not (even asymptotically) adhere to their nominal ${\chi }^2$ and $F$ distributions in many statistical tests common in astro…