Title :
Investigating Bimodal Clustering in Human Mobility
Author :
Bagrow, James P. ; Koren, Tal
Author_Institution :
Dept. of Phys., Northeastern Univ. Boston, Boston, MA, USA
Abstract :
We apply a simple clustering algorithm to a large dataset of cellular telecommunication records, reducing the complexity of mobile phone users´ full trajectories and allowing for simple statistics to characterize their properties. For the case of two clusters, we quantify how clustered human mobility is, how much of a user´s spatial dispersion is due to motion between clusters, and how spatially and temporally separated clusters are from one another.
Keywords :
cellular radio; ergonomics; statistical analysis; bimodal clustering; cellular telecommunication records; human mobility; statistical analysis; Clustering algorithms; Complex networks; Computer networks; Data engineering; Humans; Mobile handsets; Physics computing; Sampling methods; Statistics; Trajectory; clustering; human mobility; mobile phones;
Conference_Titel :
Computational Science and Engineering, 2009. CSE '09. International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4244-5334-4
Electronic_ISBN :
978-0-7695-3823-5
DOI :
10.1109/CSE.2009.283