Title :
A user centric mobility prediction approach based on spatial conceptual maps
Author :
Samaan, Nancy ; Karmouch, Ahmed
Author_Institution :
Sch. of Inf. Technol. & Eng., Ottawa Univ., Ont., Canada
Abstract :
This paper presents a novel framework for user mobility prediction that can accurately predict the traveling trajectory and destination using knowledge of user´s preferences, goals, and analyzed spatial information without imposing any assumptions about the availability of users´ movements history. Using concepts of evidential reasoning of Dempster-Shafer´s theory, the user´s navigation behavior is captured by gathering pieces of evidence concerning different groups of candidate future locations. These groups are then refined to predict the user´s future location when evidence accumulate using Dempster rule of combination. Simulation results are presented to demonstrate the performance of the proposed framework.
Keywords :
case-based reasoning; mobile radio; telecommunication computing; uncertainty handling; Dempster rule of combination; Dempster-Shafer theory; spatial conceptual maps; user centric mobility prediction approach; user navigation behavior; Accuracy; Availability; History; Information analysis; Information technology; Knowledge engineering; Mobile agents; Navigation; Predictive models; Trajectory;
Conference_Titel :
Communications, 2005. ICC 2005. 2005 IEEE International Conference on
Print_ISBN :
0-7803-8938-7
DOI :
10.1109/ICC.2005.1494577