Optimal Sampling Density for Nonparametric Regression

Danny Panknin, Klaus Robert Müller, Shinichi Nakajima

We propose a novel active learning strategy for regression, which is model-agnostic, robust against model mismatch, and interpretable. Assuming that a small number of initial sampl…