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Activity-Aware Map: Identifying Human Daily Activity Pattern Using Mobile Phone Data

by: Santi Phithakkitnukoon, Teerayut Horanont, Giusy Di Lorenzo, Ryosuke Shibasaki, Carlo Ratti

edited by: Albert Salah, Theo Gevers, Nicu Sebe, Alessandro Vinciarelli

In Human Behavior Understanding, Vol. 6219 (2010), pp. 14-25, doi:10.1007/978-3-642-14715-9_3  Key: citeulike:8436773

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Abstract

Being able to understand dynamics of human mobility is essential for urban planning and transportation management. Besides geographic space, in this paper, we characterize mobility in a profile-based space (activity-aware map) that describes most probable activity associated with a specific area of space. This, in turn, allows us to capture the individual daily activity pattern and analyze the correlations among different people’s work area’s profile. Based on a large mobile phone data of nearly one million records of the users in the central Metro-Boston area, we find a strong correlation in daily activity patterns within the group of people who share a common work area’s profile. In addition, within the group itself, the similarity in activity patterns decreases as their work places become apart.


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