Robust and Sparse Estimation of Unbounded Density Ratio under Heavy Contamination

Ryosuke Nagumo, Hironori Fujisawa

We examine the non-asymptotic properties of robust density ratio estimation (DRE) in contaminated settings. Weighted DRE is the most promising among existing methods, exhibiting do…