Error Bounds for Importance Sampling with Estimated Proposal Distributions

Cathrine Aeckerle-Willems, Ilja Klebanov, Simon Weissmann

Importance sampling with data-driven proposal distributions is widely used in practice. A common workflow first generates an auxiliary sample of size $N$ from an approximation of t…