DocumentCode
2273009
Title
Identifying travel direction of cellular phone using Naive Bayes
Author
Puntumapon, K. ; Pattara-Atikom, W.
Author_Institution
Nat. Electron. & Comput. Technol. Center, Nat. Sci. & Technol. Dev. Agency, Pathumthani, Thailand
fYear
2008
fDate
24-24 Oct. 2008
Firstpage
175
Lastpage
181
Abstract
There are several advantages of using cellular network information for traffic collection and personal navigation including its widely available infrastructure and high penetrate rate, especially in metropolitan area. For such applications, travel direction is a significant parameter. In this study, we proposed a novel method to identify the travel direction of cellular phones based on the handoff information from cellular network. The focus of this research is to identify the travel direction of cellular phone based on 2 attributes, i.e., (1) number of intersection member (IM) and (2) accumulated number of intersected member (AIM) using Naive Bayes model. The experimental results show promising performance with accuracy up to 100%. This suggests a step forward to the use of cellular-based information as road traffic information.
Keywords
Bayes methods; cellular radio; personal area networks; radio direction-finding; radionavigation; road traffic; Naive Bayes model; accumulated number; cellular network information; cellular phone; handoff information; intersection member; metropolitan area; personal navigation; road traffic information; traffic collection; travel direction identification; Cellular phones;
fLanguage
English
Publisher
ieee
Conference_Titel
ITS Telecommunications, 2008. ITST 2008. 8th International Conference on
Conference_Location
Phuket
Print_ISBN
978-1-4244-2857-1
Electronic_ISBN
978-1-4244-2858-8
Type
conf
DOI
10.1109/ITST.2008.4740251
Filename
4740251
Link To Document