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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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English

English [CC]

FREE

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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