A Multiscale Survival Process for Modeling Human Activity PatternsReport as inadecuate




A Multiscale Survival Process for Modeling Human Activity Patterns - Download this document for free, or read online. Document in PDF available to download.

Human activity plays a central role in understanding large-scale social dynamics. It is well documented that individual activity pattern follows bursty dynamics characterized by heavy-tailed interevent time distributions. Here we study a large-scale online chatting dataset consisting of 5,549,570 users, finding that individual activity pattern varies with timescales whereas existing models only approximate empirical observations within a limited timescale. We propose a novel approach that models the intensity rate of an individual triggering an activity. We demonstrate that the model precisely captures corresponding human dynamics across multiple timescales over five orders of magnitudes. Our model also allows extracting the population heterogeneity of activity patterns, characterized by a set of individual-specific ingredients. Integrating our approach with social interactions leads to a wide range of implications.



Author: Tianyang Zhang, Peng Cui , Chaoming Song , Wenwu Zhu, Shiqiang Yang

Source: http://plos.srce.hr/



DOWNLOAD PDF




Related documents