TY - GEN
T1 - A demonstration of mining significant places from cell ID trajectories through a geo-grid based approach
AU - Bao, Tengfei
AU - Cao, Huanhuan
AU - Yang, Qiang
AU - Chen, Enhong
AU - Tian, Jilei
PY - 2012
Y1 - 2012
N2 - Mining the frequently visited places of single mobile users, i.e., significant places, is crucial for supporting personalized location-based services. Most of existing works for significance place mining have a need to take advantage the GPS trajectories of users. However, it is difficult to encourage mobile users to contribute GPS trajectories because of the high power consumption of GPS. In this demonstration, we propose a geo-grid based approach for mining significant places from cell ID trajectories. In our approach, the mined significant places are represented as sets of geo-grids which are much smaller than the coverage areas of cell-sites. To be specific, we firstly extract the stay areas where the mobile user used to stay and map them to many geogrids. Then we mine significant places from the geo-grids by considering their significance.
AB - Mining the frequently visited places of single mobile users, i.e., significant places, is crucial for supporting personalized location-based services. Most of existing works for significance place mining have a need to take advantage the GPS trajectories of users. However, it is difficult to encourage mobile users to contribute GPS trajectories because of the high power consumption of GPS. In this demonstration, we propose a geo-grid based approach for mining significant places from cell ID trajectories. In our approach, the mined significant places are represented as sets of geo-grids which are much smaller than the coverage areas of cell-sites. To be specific, we firstly extract the stay areas where the mobile user used to stay and map them to many geogrids. Then we mine significant places from the geo-grids by considering their significance.
UR - https://www.scopus.com/pages/publications/84870767929
U2 - 10.1109/MDM.2012.70
DO - 10.1109/MDM.2012.70
M3 - Conference Paper published in a book
AN - SCOPUS:84870767929
SN - 9780769547138
T3 - Proceedings - 2012 IEEE 13th International Conference on Mobile Data Management, MDM 2012
SP - 328
EP - 331
BT - Proceedings - 2012 IEEE 13th International Conference on Mobile Data Management, MDM 2012
T2 - 2012 IEEE 13th International Conference on Mobile Data Management, MDM 2012
Y2 - 23 July 2012 through 26 July 2012
ER -