paper

The Foundation of Big Data: Experiments, Formulation, and Applications

arXiv:1412.6570

Abstract

The central theme of this talk is to promote the non-asymptotic statistical viewpoint in the context of massive datasets. The classical viewpoint breaks down when the data size becomes large.