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STATS 4CI3

COMPUTATIONAL METHODS FOR INFERENCE

Undergraduate

Monte Carlo methods; bootstrap and jackknife methods; multi-parameter maximum likelihood; computation in nonlinear likelihood inference; The EM Algorithm; sufficiency and its applications; optimal hypothesis …

Fall 2026 · C01

Monte Carlo methods; bootstrap and jackknife methods; multi-parameter maximum likelihood; computation in nonlinear likelihood inference; The EM Algorithm; sufficiency and its applications; optimal hypothesis …

Readings

  • • Computational Statistics (Second Edition), Geoff H. Givens and Jennifer A. Hoeting, Wiley, 2013.
    See source
  • • Introducing Monte Carlo Methods with R, Christian P. Robert and George Casella, Springer, 2010.
    See source
  • • Bootstrap Methods and Their Application, Anthony C. Davison and David V. Hinkley, Cambridge University Press, 1997.
    See source
Sources