Adaptive Stratified Sampling for Monte-Carlo integration of Differentiable functions
Adaptive Stratified Sampling for Monte-Carlo integration of Differentiable functions
We consider the problem of adaptive stratified sampling for Monte Carlo integration of a differentiable function given a finite number of evaluations to the function. We construct a sampling scheme that samples more often in regions where the function oscillates more, while allocating the samples such that they are well …