Theoretical / proof-based
Statistical inference · Undergraduate · Statistics
Topics
Decision-theoretic foundations
- Loss functions and risk
- Completeness and sufficiency with proofs
- Exponential families and canonical forms
- UMVU estimators via Rao–Blackwell
- Cramér–Rao inequality: proof and applications
Asymptotic theory
- Consistency and asymptotic normality of MLE
- Delta method
- Asymptotic efficiency
- Likelihood ratio test: Wilks' theorem (statement)
- Uniformly most powerful tests (introduction)
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$60.00 · 60 min · Undergraduate · Online ($60/hr)
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