Prerequisite: MATH 440A or MATH 541. Methods for generating random variables, Monte Carlo methods, Monte Carlo Integration and variance reduction, bootstrap and jackknife, optimization and solving nonlinear equations, EM algorithms, Fisher scoring method, and Markov Chain Monte Carlo methods.
