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Statistical Inference-II (STAT-404)
Week 8: Maximum Likelihood estimation and examples with different distributions
Week 8: Maximum Likelihood estimation and examples with different distributions
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Course Material
Week 1: Introduction of Tests of Hypotheses: Simple and composite hypotheses, critical regions.
Week 2: Neyman-Pearson Lemma, Statement, proof and its examples
Week 3: Power functions, most powerful tests and uniformly most powerful tests
week 4: Deriving tests of Hypothesis concerning parameters of Normal distribution
Week 5: Deriving tests of Hypothesis concerning parameters in exponential, gamma with examples
Week 6: Deriving tests of Hypothesis concerning parameters in uniform distributions
Week 7: Randomized Tests and Unbiased tests
Week 8: Maximum Likelihood estimation and examples with different distributions
Week 9: Generalized Likelihood Ratio test
Week 10: Generalized Likelihood ratio tests for Location parameter of Normal distribution when dispersion is unknown as well as known
Week 11: Likelihood ratio tests and their asymptotic properties
Week 12: Wilks Theorem and its applications
Week 13: Sequential Tests: SPRT and its properties
Week 14: Goodness of fit of Wilks theorem and Power of chi square test by using R language and Central Limit Theorem , Statement and application by using R language
Week 15: Interval Estimation: Pivotal and other methods of finding confidence interval
Week 16: Shortest confidence interval, optimum confidence interval. Bayes’ Interval estimation
Chapters
16
Department
Statistics
Teacher
Dr. Hafiz Zafar Nazir