基本信息
文件名称:具有聚类特性的无标度超网络信息传播研究.pdf
文件大小:4.42 MB
总页数:73 页
更新时间:2025-06-08
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文档摘要

Researchoninformationdisseminationin

scale-freehypernetworkswithclustering

characteristics

Abstract

WiththecontinuousdevelopmentoftheInternetandsmartdevices,themodesof

informationdisseminationhaveundergonesignificantchanges.Traditionalnetwork

models,whichrelyoncomplexnetworkmodelsbasedonbinaryinteractions

primarily,cannolongerrepresentthecomplexmultidimensionalrelationships

accuratelyinrealnetworks.Hypernetworks,asahigher-orderrepresentationof

networks,cancapturethemultiplecharacteristicsandinterrelationshipsamongvarious

elementsinrealsystems.Therefore,thestudyofinformationpropagationon

hypernetworkmodelshasreceivedwidespreadattention.However,existingresearch

onhypernetworkmodelsoftenfocusonlyonscale-freeproperties,overlookingthe

groupeffectsbetweennetworkclustersandtheacceleratedgrowthcharacteristicsof

socialgroups(hyperedges).Inpropagationmodels,itisoftenassumedthatall

individualsholdthesameviews,neglectingtheinfluenceofindividualsholding

differentperspectives.Thus,thisthesisconsidersthescale-freeandclustering

propertiesobservedinrealnetworks,takesintoaccountthedifferentattitudesof

individualsinthenetwork,andexploresthecharacteristicsandpatternsofinformation

propagationinhypernetworks.Themaincontentsareasfollows:

(1)Studyofinformationdisseminationinascale-freehypernetworkwith

tunableclustering.Inreallife,itiseasierforfriendsoffriendstoformfriendships,

suggestingthatsocialnetworksshouldexhibitaclusteringphenomenonasa

hypernetwork.Toaddressthis,theevolutionmodelofhy