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STAT 450

Mathematical Statistics

3 credits · Undergraduate

Fall 2026

Topics

  • Distributions of functions of random variables
  • Sampling distributions of normal means and variances
  • Order statistics and sample quantiles
  • Unbiasedness, efficiency and Cramér–Rao bounds
  • Method of moments and maximum-likelihood estimation
  • Consistency and limiting distributions
  • Sufficiency, minimal sufficiency and completeness
  • UMVUE, Rao–Blackwell and Lehmann–Scheffé theorems
  • Hypothesis testing

Readings

  • Listed textbook (requirement not stated): R. V. Hogg, J. W. McKean and A. T. Craig. Introduction to Mathematical Statistics, 8th edition. Pearson, 2019.
    Listed reading
  • Reference (not explicitly required): G. Casella and R. L. Berger. Statistical Inference, 2nd edition. Duxbury. Used for problems and examples.
    Listed reading
Fall 2024 · STAT 450

Readings

  • Introduction to Mathematical Statistics, 8th Edition, by R.V. Hogg, J.W. McKean and A.T. Craig, Pearson, 2019. (However, 6th or 7th Editions are also ok.).
    Listed reading; requirement unspecified
  • Statistical Inference (2nd Edition), by G. Casella and R. L. Berger, Duxbury.
    Listed reading; requirement unspecified
Fall 2023 · STAT 450

Readings

  • Introduction to Mathematical Statistics, 8th Edition, by R.V. Hogg, J.W. McKean and A.T. Craig, Pearson, 2019. (However, 6th or 7th Editions are also ok.).
    Listed reading; requirement unspecified
  • Statistical Inference (2nd Edition), by G. Casella and R. L. Berger, Duxbury.
    Listed reading; requirement unspecified
Fall 2022 · STAT 450

Readings

  • Introduction to Mathematical Statistics, 8th Edition, by R.V. Hogg, J.W. McKean and A.T. Craig, Pearson, 2019. (However, 6th or 7th Editions are also ok.).
    Listed reading; requirement unspecified
  • Statistical Inference (2nd Edition), by G. Casella and R. L. Berger, Duxbury.
    Listed reading; requirement unspecified
Fall 2021

Topics

  • Distributions of functions of random variables
  • Sampling distributions of sample mean and variance
  • Order statistics and sample quantiles
  • Unbiased estimation, efficiency and Cramér–Rao bound
  • Method of moments and maximum likelihood
  • Consistency and limiting distributions
  • Sufficiency, completeness and minimum-variance unbiased estimation
  • Rao–Blackwell and Lehmann–Scheffé theorems
  • Hypothesis testing
  • Time permitting: Bayesian inference

Readings

  • R. V. Hogg, J. W. McKean and A. T. Craig. Introduction to Mathematical Statistics, 8th edition. Pearson, 2019; 6th or 7th editions also accepted.
    Listed reading
  • G. Casella and R. L. Berger. Statistical Inference, 2nd edition. Duxbury (reference for problems and examples).
    Listed reading
Sources