Monte Carlo Methods and Variance Reduction

Explain how the Monte Carlo method works for estimating expectations. Then describe and compare the main variance reduction techniques: antithetic variates, control variates, importance sampling, stratified sampling, and quasi-Monte Carlo. For each technique, explain the intuition for why it reduces variance and give a concrete example of when you would use it in practice.