Submodularity in Data Subset Selection and Active Learning

Kai Wei, Rishabh K. Iyer, Jeff A. Bilmes

Abstract: We study the problem of selecting a subset of big data to train a classifier while incurring minimal performance loss. We show the connection of submodularity to the data likelihood functions for N...