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Review Question 1.5.5 (Likelihood equations for classical regression model)
We used the two-step procedure to derive the ML estimate for the classical regression model. An alternative way to find the ML estimator is to solve for the first-order conditions that set
The first-order conditions for the log likelihood is called the likelihood equations. Verify that the ML estimator given in Proposition 1.5 solves the likelihood equations.