Ontology highlight
ABSTRACT:
SUBMITTER: Babkin S
PROVIDER: S-EPMC7282802 | biostudies-literature | 2020 Dec
REPOSITORIES: biostudies-literature
Babkin Sergii S Stewart Jonathan R JR Long Xiaochen X Schweinberger Michael M
Computational statistics & data analysis 20200609
A class of random graph models is considered, combining features of exponential-family models and latent structure models, with the goal of retaining the strengths of both of them while reducing the weaknesses of each of them. An open problem is how to estimate such models from large networks. A novel approach to large-scale estimation is proposed, taking advantage of the local structure of such models for the purpose of local computing. The main idea is that random graphs with local dependence ...[more]