Insight from the Kullback--Leibler divergence into adaptive importance sampling schemes for rare event analysis in high dimension

Jason Beh, Yonatan Shadmi, Florian Simatos

We study two adaptive importance sampling schemes for estimating the probability of a rare event in the high-dimensional regime $d\to \infty$ with $d$ the dimension. The first sch…