STAT 633 - Methods of Statistical Computing

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Pseudo-random number generation; sampling methods inversion; rejection sampling, ratio of uniforms; squeezing; variance reduction; importance sampling; antithetic variates; stochastic simulation; Gibbs sampling and Markov Chain Monte Carlo; resampling methods, including jackknife, bootstrap and randomization tests; use of the EM algorithm.