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Statistical Estimation: Maximum Likelihood
Explores Maximum Likelihood Estimation properties, challenges, and alternative methods in statistical inference.
Statistical Tests: Wald and p-values
Explores statistical tests like the Wald test and p-values, emphasizing their calculation and interpretation.
Statistical Tests for Exponential Families
Covers the optimal statistical tests for exponential families and the use of approximations in hypothesis testing.
Optimal Testing Methods
Explores optimal testing methods in statistics, focusing on the Neyman-Pearson framework and the construction of test functions for different types of hypotheses.
Exponential Families Sampling
Covers sampling from exponential families, joint distribution, moments, and convergence theorems.
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