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Created by:
Last updated:
October 27, 2022
Duration:
Unlimited Duration
FREE
This course includes:
Unlimited Duration
Badge on Completion
Certificate of completion
Unlimited Duration
Description
This course provides students with decision theory, estimation, confidence intervals, and hypothesis testing
It introduces large sample theory, asymptotic efficiency of estimates, exponential families, and sequential analysis.
Course Curriculum
- Course Overview Unlimited
- Statistical Models Unlimited
- Bayesian Models Unlimited
- Decision Theoretic Framework Unlimited
- Prediction Unlimited
- Sufficiency Unlimited
- Exponential Families I Unlimited
- Exponential Families II Unlimited
- Methods of Estimation I Unlimited
- Methods of Estimation II Unlimited
- Bayes Procedures Unlimited
- Minimax Procedures Unlimited
- Unbiased Estimation and Risk Inequalities Unlimited
- Convergence of Random Variables Probability Inequalities Unlimited
- Limit Theorems Unlimited
- Asymptotics I: Consistency and Delta Method Unlimited
- Asymptotics II: Limiting Distributions Unlimited
- Asymptotics III: Bayes Inference and Large-Sample Tests Unlimited
- Gaussian Linear Models Unlimited
- Generalized Linear Models Unlimited
- Case Study: Applying Generalized Linear Models Unlimited
About the instructor
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Massachusetts Institute of Technology
