Modelling Reciprocating Relationships with Hawkes Processes

@inproceedings{Blundell2012ModellingRR,
  title={Modelling Reciprocating Relationships with Hawkes Processes},
  author={Charles Blundell and Katherine A. Heller and Jeffrey M. Beck},
  booktitle={NIPS},
  year={2012}
}
We present a Bayesian nonparametric model that discovers implicit social structure from interaction time-series data. Social groups are often formed implicitly, through actions among members of groups. Yet many models of social networks use explicitly declared relationships to infer social structure. We consider a particular class of Hawkes processes, a doubly stochastic point process, that is able to model reciprocity between groups of individuals. We then extend the Infinite Relational Model… CONTINUE READING
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