Opening book details…
Can I read Route Classification Using Cellular Handoff Patterns on EtoBox?
Route Classification Using Cellular Handoff Patterns by Richard A. Becker; Ramon Caceres; Karrie Hanson; Ji Meng Loh; Simon Urbanek; Alexander Varshavsky; Chris Volinsky is a scholarly article available to read on EtoBox.
What is Route Classification Using Cellular Handoff Patterns about?
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.
- Author
- Richard A. Becker; Ramon Caceres; Karrie Hanson; Ji Meng Loh; Simon Urbanek; Alexander Varshavsky; Chris Volinsky
- Publisher
- ACM
- Published
- 2011
- Language
- EN