The Edge Density Barrier: Computational-Statistical Tradeoffs in Combinatorial Inference

Hao Lu, Yuan Cao, Junwei Lu, Han Liu, Zhaoran Wang

Abstract: We study the hypothesis testing problem of inferring the existence of combinatorial structures in undirected graphical models. Although there exist extensive studies on the information-theoretic li...