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This course is divided into two sections, Part I and Part II. Part I, found here, provides an introduction to statistical theory
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Description
Topics include normal distribution, limit theorems, Bayesian concepts, and testing, among others. Part II can be found by visiting 14.381 Fall 2006.
Course content
- Distributions and Normal Random Variables Unlimited
- Limit Theorems Unlimited
- Intro to Statistics, Inferences for Normal Families Unlimited
- Sufficient Statistics, Introduction to Estimation Unlimited
- Point Estimators Unlimited
- Efficient Estimators, Rao-Cramer Bound Unlimited
- Maximum Likelihood Estimation Unlimited
- Testing Concepts Unlimited
- Uniformly Most Powerful Tests Unlimited
- Large Sample Tests Unlimited
- Confidence Sets Unlimited
- Bayesian Inference Unlimited
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Instructor
Massachusetts Institute of Technology
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