App Stats: Perry on "Point process modeling for directed interaction networks"

We hope that you can join us for the Applied Statistics Workshop this Wednesday, April 13th, 2011 when we will be happy to finally have Patrick Perry from the Statistics and Information Sciences Laboratory. This is a talk rescheduled from earlier in the term when the weather was much worse. You will find an abstract for the paper. As always, we will serve a light lunch and the talk will begin around 12:15p.

“Point process modeling for directed interaction networks”
Patrick Perry
Statistics and Information Sciences Laboratory
CGIS K354 (1737 Cambridge St.)
Wednesday, April 13th, 2011 12 noon

Abstract:

Network data often take the form of repeated interactions between senders and receivers tabulated over time. Rather than reducing these data to binary ties, a model is introduced for treating directed interactions as a multivariate point process: a Cox multiplicative intensity model using covariates that depend on the history of the process. Consistency and asymptotic normality are proved for the resulting partial-likelihood-based estimators under suitable regularity conditions, and an efficient fitting procedure is described. Multicast interactions—those involving a single sender but multiple receivers—are treated explicitly. A motivating data example shows the effects of reciprocation and group-level preferences on message sending behavior in a corporate e-mail network.

Posted by Matt Blackwell at April 11, 2011 9:48 AM