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Analyzing Dynamic Change in Social Network Based on Distribution-Free Multivariate Process Control Method

dc.contributor.authorLiu, Yan
dc.contributor.authorLiu, Lian
dc.contributor.authorYan, Yu
dc.contributor.authorFeng, Hao
dc.contributor.authorDing, Shichang
dc.date.accessioned2020-03-04T10:58:03Z
dc.date.available2020-03-04T10:58:03Z
dc.date.issued2019de
dc.relation.ISSN1546-2226de
dc.identifier.urihttp://resolver.sub.uni-goettingen.de/purl?gs-1/17200
dc.description.abstractSocial organizations can be represented by social network because it can mathematically quantify and represent complex interrelated organizational behavior. Exploring the change in dynamic social network is essential for the situation awareness of the corresponding social organization. Social network usually evolves gradually and slightly, which is hard to be noticed. The statistical process control techniques in industry field have been used to distinguish the statistically significant change of social network. But the original method is narrowed due to some limitation on measures. This paper presents a generic framework to address the change detection problem in dynamic social network and introduces a distribution-free multivariate control charts to supervise the changing of social network. Three groups of network parameters are integrated together in order to achieve a comprehensive view of the dynamic tendency. The proposed approaches handle the non-Gaussian data based on categorizing and ranking. Experiments indicate that nonparametric multivariate procedure is promising to be applied to social network analysis.de
dc.language.isoengde
dc.rightsopenAccess
dc.subjectDynamic social network analysis; statistical process control; email network; categorization; rankde
dc.subject.ddc510
dc.titleAnalyzing Dynamic Change in Social Network Based on Distribution-Free Multivariate Process Control Methodde
dc.typejournalArticlede
dc.identifier.doi10.32604/cmc.2019.05619
dc.type.versionpublishedVersionde
dc.relation.pISSN1546-2226
dc.bibliographicCitation.volume60de
dc.bibliographicCitation.issue3de
dc.bibliographicCitation.firstPage1123de
dc.bibliographicCitation.lastPage1139de
dc.type.subtypejournalArticle
dc.description.statuspeerReviewedde
dc.bibliographicCitation.journalComputers, Materials & Continuade


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