Introduction
Preamble
Likelihood
Sufficiency
Minimal sufficiency
Completeness
Exponential family of distributions
Point Estimation
Introduction
Maximum likelihood estimation
Method of moments
Method of least squares
Goodness-of-estimation. Mean squared error.
Unbiased estimation
Confidence Intervals, Bounds, and Regions
Introduction
Quoting the estimation error
Confidence intervals
Confidence bounds
Confidence regions
Hypothesis Testing
Introduction
Simple hypotheses
Composite hypotheses
Hypothesis testing and confidence intervals
Sequential testing
Asymptotic Analysis
Introduction
Convergence and consistency in MSE
Convergence and consistency in probability
Convergence in distribution
The central limit theorem
Asymptotically normal consistency
Asymptotic confidence intervals
Asymptotic normality of the MLE
Multiparameter case
Asymptotic distribution of the GLRT. Wilks’ theorem.
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Omid Bozorg Haddad
List Price : US$ 135.00Robust Response Surfaces Regression and Positive ... -- ©2014
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List Price : £ 58.00Fixed Point Theory and Graph Theory Foundations ... -- ©2016
Monther Rashed Alfuraidan
List Price : US$ 100.00
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