Python, Monte Carlo, Monte Carlo Simulation, Importance Sampling, Machine Learning.
is the original expectation we’re interested in is approximately equal to this new average: where the x_i’s are sampled from q(x). Let’s call this new average r. What’s the advantage of using this? First, it’s unbiased just like in the previous case: Second, it has a new possibly improved variance.