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Schemes of propagation models and source estimators for rumor source detection in online social networks: A short survey of a decade of research

Rong Jin, Weili Wu

2021Discrete Mathematics Algorithms and Applications13 citationsDOIOpen Access PDF

Abstract

Recent years have seen various rumor diffusion models being assumed in detection of rumor source research of the online social network. Diffusion model is arguably considered as a very important and challenging factor for source detection in networks, but it is less studied. This paper provides an overview of three representative schemes of modeling the pattern of rumor propagation as well as three major schemes of rumor source estimator in the Independent Cascade-based model, the Epidemic-based model, and the Learning-based model, respectively, since their inception a decade ago.

Topics & Concepts

RumorEstimatorComputer scienceData sourceSocial network (sociolinguistics)DiffusionEconometricsData scienceSocial mediaTelecommunicationsStatisticsData miningWorld Wide WebMathematicsPhysicsPolitical scienceThermodynamicsPublic relationsComplex Network Analysis TechniquesOpinion Dynamics and Social InfluenceMisinformation and Its Impacts
Schemes of propagation models and source estimators for rumor source detection in online social networks: A short survey of a decade of research | Litcius