Article (Scientific journals)
Location Prediction Based on a Sector Snapshot for Location-Based Services
Daoud, Mohammad Sharif; Ayesh, Aladdin; Al-Fayoumi, Mustafa et al.
2014In Journal of Network and Systems Management, 22 (1), p. 23-49
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Keywords :
Mobility; Mobile displacement; Cell-based; Map-based; Markov chain model; GPS; UMTS
Abstract :
[en] In location-based services (LBSs), the service is provided based on the users' locations through location determination and mobility realization. Most of the current location prediction research is focused on generalized location models, where the geographic extent is divided into regular-shaped cells. These models are not suitable for certain LBSs where the objectives are to compute and present on-road services. Such techniques are the new Markov-based mobility prediction (NMMP) and prediction location model (PLM) that deal with inner cell structure and different levels of prediction, respectively. The NMMP and PLM techniques suffer from complex computation, accuracy rate regression, and insufficient accuracy. In this paper, a novel cell splitting algorithm is proposed. Also, a new prediction technique is introduced. The cell splitting is universal so it can be applied to all types of cells. Meanwhile, this algorithm is implemented to the Micro cell in parallel with the new prediction technique. The prediction technique, compared with two classic prediction techniques and the experimental results, show the effectiveness and robustness of the new splitting algorithm and prediction technique.
Disciplines :
Computer science
Author, co-author :
Daoud, Mohammad Sharif;  De Montfort Univ, Fac Technol, Leicester LE1 9BH, Leics, England.
Ayesh, Aladdin;  De Montfort Univ, Fac Technol, Leicester LE1 9BH, Leics, England.
Al-Fayoumi, Mustafa;  Salman Bin Abdulaziz Univ, Coll Comp Engn & Sci, Al Kharj, Saudi Arabia.
Hopgood, Adrian ;  Université de Liège > HEC - Ecole de gestion de l'ULG : Direction générale
Language :
English
Title :
Location Prediction Based on a Sector Snapshot for Location-Based Services
Publication date :
2014
Journal title :
Journal of Network and Systems Management
ISSN :
1064-7570
eISSN :
1573-7705
Publisher :
Springer, New York, United States - New York
Volume :
22
Issue :
1
Pages :
23-49
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 11 February 2016

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