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A Scalable Approach to Probabilistic Latent Space Inference of Large-Scale Networks

We propose a scalable approach for making inference about latent spaces of large networks. With a succinct representation of networks as a bag of triangular motifs, a parsimonious statistical model, and an efficient stochastic variational inference algorithm, we are able to analyze real networks wit...

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Vydáno v:Adv Neural Inf Process Syst
Hlavní autoři: Yin, Junming, Ho, Qirong, Xing, Eric P.
Médium: Artigo
Jazyk:Inglês
Vydáno: 2013
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC4230494/
https://ncbi.nlm.nih.gov/pubmed/25400487
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