Question: Here is my question. 3. (Fox 6.5) Maximum likelihood estimation of the simpleregression model: Under all linear model assumptions, the Ks are independently normally distributed

Here is my question.

Here is my question. 3. (Fox 6.5) Maximum likelihood estimation of the

3. (Fox 6.5) Maximum likelihood estimation of the simpleregression model: Under all linear model assumptions, the Ks are independently normally distributed random variables with mean 01+ 53:1- and common variance 0?. Show that if these assumptions hold then the leastsquares coeicients A and B are the MLEs of a and B and that 5'3 : Z EE is the MLE of 03. Note that the MLE of the error variance is biased. Hints: Note that the joint probability density for the YES is a product of their marginals under independence. The marginals are: 1 (3h (06 + 5%))2 Mm) = To? exp 203 Take the log of the product to get the loglikelihood. It is simpler to optimize the loglikelihood using calculus

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