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Likelihood Inference for Large Scale Stochastic Blockmodels with Covariates based on a Divide-and-Conquer Parallelizable Algorithm with Communication

We consider a stochastic blockmodel equipped with node covariate information, that is helpful in analyzing social network data. The key objective is to obtain maximum likelihood estimates of the model parameters. For this task, we devise a fast, scalable Monte Carlo EM type algorithm based on case-c...

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Detalhes bibliográficos
Publicado no:J Comput Graph Stat
Main Authors: Roy, Sandipan, Atchadé, Yves, Michailidis, George
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6781626/
https://ncbi.nlm.nih.gov/pubmed/31595140
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/10618600.2018.1554486
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