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Point-process models of social network interactions: Parameter estimation and missing data recovery

Point-process models of social network interactions: Parameter estimation and missing data recovery

Electronic communications, as well as other categories of interactions within social networks, exhibit bursts of activity localised in time. We adopt a self-exciting Hawkes process model for this behaviour. First we investigate parameter estimation of such processes and find that, in the parameter regime we encounter, the choice of triggering …