J Test, Regression, Model Selection, Statistics, Deep Dives.
use the LRT test and use its result to cross-verify the result of the F-test. The test statistic of the Likelihood Ratio test is as follows: The test statistic of the Likelihood Ratio test (Image by Author) In the above formula: The restricted model is the one with fewer parameters. In our case, it