Comparing information diffusion mechanisms by matching on cascade size
Jonas L. Juul, Johan Ugander
Abstract
62, 180-196 (2016)]. Using methods that control for joint cascade statistics, we find that for false- and true-news cascades, the reported structural differences can almost entirely be explained by false-news cascades being larger. For videos, images, news, and petitions, structural differences persist when controlling for size. Studying classical models of diffusion, we then give conditions under which differences in structural properties under different models do or do not reduce to differences in size. Our findings are consistent with the mechanisms underlying true- and false-news diffusion being quite similar, differing primarily in the basic infectiousness of their spreading process.
Topics & Concepts
CascadeDiffusionMatching (statistics)Information cascadeComputer scienceStatistical physicsStatisticsMathematicsChemistryPhysicsThermodynamicsChromatographyComplex Network Analysis TechniquesMisinformation and Its ImpactsOpinion Dynamics and Social Influence