An optimal transport approach for selecting a representative subsample with application in efficient kernel density estimation

Jingyi Zhang, Cheng Meng, Jun Yu +3

Subsampling methods aim to select a subsample as a surrogate for the observed sample. Such methods have been used pervasively in large-scale data analytics, active learning, and pr…