Statistical Inference/Point Estimation

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Statistical Inference
Probability Theory
Transformations and Expectations
Common Families of Distributions
Multiple Random Variables
Properties of a Random Sample
Principles of Data Reductions
Point Estimation
Hypothesis Testing
Interval Estimation
Asymptotic Evaluations
Analysis of Variance and Regression
Regression Models

Methods of Finding Estimators

Method of Moments

Maximum Likelihood Estimators

Bayes Estimators

The EM Algorithm

Methods of Evaluating Estimators

Mean Squared Error

Best Unbiased Estimators

Sufficiency and Unbiasedness

Loss Function Optimality

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