Community Detection With Contextual Multilayer Networks

In this paper, we study community detection when we observe <inline-formula> <tex-math notation="LaTeX">m </tex-math></inline-formula> sparse networks and a high dimensional covariate matrix, all encoding the same community structure among <inline-formula> <...

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Bibliographic Details
Published in:	IEEE transactions on information theory Vol. 69; no. 5; pp. 3203 - 3239
Main Authors:	Ma, Zongming, Nandy, Sagnik
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.05.2023 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithms approximate message passing Asymptotic methods Asymptotic properties Clustering contextual SBM Estimation integrative data analysis Mathematical models Message passing multilayer network Multilayers Mutual information Nonhomogeneous media phase transition Phase transitions Signal to noise ratio Social networking (online) Soft sensors stochastic block model
ISSN:	0018-9448, 1557-9654
Online Access:	Get full text
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