TY - GEN
T1 - Ranges of human mobility in Los Angeles and New York
AU - Isaacman, Sibren
AU - Becker, Richard
AU - Caceres, Ramon
AU - Kobourov, Stephen
AU - Martonosi, Margaret Rose
AU - Rowland, James
AU - Varshavsky, Alexander
PY - 2011
Y1 - 2011
N2 - The advent of ubiquitous, mobile, personal devices creates an unprecedented opportunity to improve our understanding of human movement. In this work, we study human mobility in Los Angeles and New York by analyzing anonymous records of approximate locations of cell phones belonging to residents of those cities. We examine two data sets gathered six months apart, each representing hundreds of thousands of people, containing hundreds of millions of location events, and spanning two months of activity. We present, compare, and validate the daily range of travel for people in these populations. Our findings include that human mobility changes with the seasons: both Angelenos and New Yorkers travel less in the winter, with New Yorkers showing a greater decrease in mobility during the cold months. We also show that text messaging activity does not by itself accurately characterize daily range, whereas voice calling alone suffices. Finally, we show that our methodology is accurate by comparing our results to ground truth obtained from volunteers.
AB - The advent of ubiquitous, mobile, personal devices creates an unprecedented opportunity to improve our understanding of human movement. In this work, we study human mobility in Los Angeles and New York by analyzing anonymous records of approximate locations of cell phones belonging to residents of those cities. We examine two data sets gathered six months apart, each representing hundreds of thousands of people, containing hundreds of millions of location events, and spanning two months of activity. We present, compare, and validate the daily range of travel for people in these populations. Our findings include that human mobility changes with the seasons: both Angelenos and New Yorkers travel less in the winter, with New Yorkers showing a greater decrease in mobility during the cold months. We also show that text messaging activity does not by itself accurately characterize daily range, whereas voice calling alone suffices. Finally, we show that our methodology is accurate by comparing our results to ground truth obtained from volunteers.
UR - http://www.scopus.com/inward/record.url?scp=79958043510&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79958043510&partnerID=8YFLogxK
U2 - 10.1109/PERCOMW.2011.5766977
DO - 10.1109/PERCOMW.2011.5766977
M3 - Conference contribution
AN - SCOPUS:79958043510
SN - 9781612849379
T3 - 2011 IEEE International Conference on Pervasive Computing and Communications Workshops, PERCOM Workshops 2011
SP - 88
EP - 93
BT - 2011 IEEE International Conference on Pervasive Computing and Communications Workshops, PERCOM Workshops 2011
T2 - 2011 9th IEEE International Conference on Pervasive Computing and Communications Workshops, PERCOM Workshops 2011
Y2 - 21 March 2011 through 25 March 2011
ER -