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Q57Section I (Objective (Q1–Q80))57 of 80

Linear Models — consistency of the normal equations

For a linear model, Y=Xβ+ε\mathbf{Y} = \mathbf{X}\beta + \varepsilon, E(ε)=0\mathbb{E}(\varepsilon) = 0, D(ε)=σ2ID(\varepsilon) = \sigma^2\mathbf{I} where DD stands for variance-covariance matrix and I\mathbf{I}, for the identity matrix of order nn, I. The observational equation Y=Xβ\mathbf{Y} = \mathbf{X}\beta is always consistent. II. The normal equation X′Xβ=X′Y\mathbf{X'X}\beta = \mathbf{X'Y} always admits a solution. Which of the statements given above is/are correct?

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