How to Apply LLR?

Collect the observed data

Specify the null hypothesis and alternative hypothesis

Fit the model under the null hypothesis

Fit the model under the alternative hypothesis

Compute the likelihood under each model

Calculate the likelihood ratio statistic

Compare the statistic to the appropriate reference distribution

Determine the p-value or critical value

Reject or fail to reject the null hypothesis

Report the result

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