TY - GEN
T1 - Route classification using cellular handoff patterns
AU - Becker, Richard A.
AU - Caceres, Ramon
AU - Hanson, Karrie
AU - Loh, Ji Meng
AU - Urbanek, Simon
AU - Varshavsky, Alexander
AU - Volinsky, Chris
PY - 2011
Y1 - 2011
N2 - Understanding utilization of city roads is important for urban planners. In this paper, we show how to use handoff patterns from cellular phone networks to identify which routes people take through a city. Specifically, this paper makes three contributions. First, we show that cellular handoff patterns on a given route are stable across a range of conditions and propose a way to measure stability within and between routes using a variant of Earth Mover's Distance. Second, we present two accurate classification algorithms for matching cellular handoff patterns to routes: one requires test drives on the routes while the other uses signal strength data collected by high-resolution scanners. Finally, we present an application of our algorithms for measuring relative volumes of traffic on routes leading into and out of a specific city, and validate our methods using statistics published by a state transportation authority.
AB - Understanding utilization of city roads is important for urban planners. In this paper, we show how to use handoff patterns from cellular phone networks to identify which routes people take through a city. Specifically, this paper makes three contributions. First, we show that cellular handoff patterns on a given route are stable across a range of conditions and propose a way to measure stability within and between routes using a variant of Earth Mover's Distance. Second, we present two accurate classification algorithms for matching cellular handoff patterns to routes: one requires test drives on the routes while the other uses signal strength data collected by high-resolution scanners. Finally, we present an application of our algorithms for measuring relative volumes of traffic on routes leading into and out of a specific city, and validate our methods using statistics published by a state transportation authority.
KW - handoff patterns
KW - route classification
UR - http://www.scopus.com/inward/record.url?scp=80054067543&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=80054067543&partnerID=8YFLogxK
U2 - 10.1145/2030112.2030130
DO - 10.1145/2030112.2030130
M3 - Conference contribution
AN - SCOPUS:80054067543
SN - 9781450309103
T3 - UbiComp'11 - Proceedings of the 2011 ACM Conference on Ubiquitous Computing
SP - 123
EP - 132
BT - UbiComp'11 - Proceedings of the 2011 ACM Conference on Ubiquitous Computing
T2 - 13th International Conference on Ubiquitous Computing, UbiComp'11 and the Co-located Workshops
Y2 - 17 September 2011 through 21 September 2011
ER -