Linear Regression with Non-Constant, Unknown Error Variances: Sampling Experiments with Least Squares, Weighted Least Squares and Maximum Likelihood Estimators ...

When the drift term depends linearly on the random effect ϕi and ϕi has Gaussian distribution, an explicit formula for the likelihood is obtained. We prove that the maximum likelihood estimator is ...