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In this article, we propose a variational inference approach to estimate the intractable posterior of the LSM. In many cases, different network views on the same set of nodes are available. It can therefore be useful to build a model able to jointly summarize the information given by all the network views. For this purpose, we introduce the latent space joint model (LSJM) that merges the information given by multiple network views assuming that the probability of a node being connected with other nodes in each network view is explained by a unique latent variable. This model is demonstrated on the analysis of two datasets: an excerpt of 50 girls from “Teenage Friends and Lifestyle Study” data at three time points and the \u003ci\u003eSaccharomyces cerevisiae\u003c/i\u003e genetic and physical protein–protein interactions. Supplementary materials for this article are available online.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://tandf.figshare.com/articles/dataset/Joint_Modelling_of_Multiple_Network_Views/1243712/2","contentUrl":null,"metadataVersion":13,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":2,"viewsOverTime":[{"yearMonth":"2026-08","total":2}],"downloadCount":0,"downloadsOverTime":[{"yearMonth":"2026-08","total":0}],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2014-11-17T19:01:06.000Z","registered":"2014-11-17T19:01:08.000Z","published":"2016","updated":"2020-09-04T20:28:02.000Z"},"relationships":{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