Prove that under some regularity conditions such as the exchangeability of the integral and differentiation, we have
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Prove that under some regularity conditions such as the exchangeability of the integral and differentiation, we have
(a) \(E\left[\frac{1}{f\left(X_{i}, \boldsymbol{\theta}\right)} \frac{\partial}{\partial \boldsymbol{\theta}} f\left(X_{i}, \boldsymbol{\theta}\right)\right]=\mathbf{0}\). This shows that the score equation of the MLE is unbiased.
(b) \(\operatorname{Var}\left[\frac{1}{f\left(X_{i}, \boldsymbol{\theta}\right)} \frac{\partial}{\partial \boldsymbol{\theta}} f\left(X_{i}, \boldsymbol{\theta}\right)\right]=-E\left[\frac{\partial^{2}}{\partial \boldsymbol{\theta} \partial \boldsymbol{\theta}^{\top}} l(\boldsymbol{\theta})\right]\).
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Applied Categorical And Count Data Analysis
ISBN: 9780367568276
2nd Edition
Authors: Wan Tang, Hua He, Xin M. Tu
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