STATS 102C: Introduction to Monte Carlo Methods

Topics

  • Random number generation
  • Monte Carlo integration
  • Importance sampling
  • Theory of Markov chains
  • Metropolis algorithm
  • Gibbs sampler

    Textbook: Introducing Monte Carlo Methods with R, by Robert and Casella (2010).
    Prerequiste: STATS 100A and B