3 papers
stat.ML2021
Information Theoretic Limits of Exact Recovery in Sub-hypergraph Models for Community Detection
Jiajun Liang, Chuyang Ke, Jean Honorio
In this paper, we study the information theoretic bounds for exact recovery in sub-hypergraph models for community detection. We define a general model called the uniform sub-h…
cs.SI2019
Exact Inference with Latent Variables in an Arbitrary Domain
Chuyang Ke, Jean Honorio
We analyze the necessary and sufficient conditions for exact inference of a latent model. In latent models, each entity is associated with a latent variable following some probabil…
cs.LG2018
Information-theoretic Limits for Community Detection in Network Models
Chuyang Ke, Jean Honorio
We analyze the information-theoretic limits for the recovery of node labels in several network models. This includes the Stochastic Block Model, the Exponential Random Graph Model,…