Title :
A new splitting-based displacement prediction approach for location-based services
Author :
Daoud, Mohammad Sh ; Ayesh, Aladdin ; Hopgood, Adrian A. ; Al-Fayoumi, Mustafa
Author_Institution :
Fac. of Technol., De Montfort Univ., Leicester, UK
Abstract :
In location-based services (LBSs), the service is provided based on the users´ locations through location determination and mobility realization. Several location prediction models have been proposed to enhance and increase the relevance of the information retrieved by users of mobile information systems, but none of them studied the relationship between accuracy rate of prediction and the performance of the model in terms of consuming resources and constraints of mobile devices. Most of the current location prediction research is focused on generalized location models, where the geographic extent is divided into regular-shape cells. These models are not suitable for certain LBSs where the objectives are to compute and present on-road services. One such technique is the Prediction Location Model (PLM), which deals with inner cell structure. The PLM technique suffers from memory usage and poor accuracy. The main goal of this paper is to propose a new path prediction technique for Location-Based Services. The new approach is competitive and more efficient compared to PLM regarding measurements such as accuracy rate of location prediction and memory usage.
Keywords :
mobile computing; PLM technique; generalized location model; location determination; location prediction; location-based service; memory usage; mobile device; mobile information system; mobility realization; path prediction; prediction location model; prediction rate; splitting-based displacement prediction; user location; Accuracy; Computational modeling; Equations; Mathematical model; Mobile communication; Mobile computing; Predictive models; Cell-Based; Location-Based Services; Map-Based; Markov Chain Model; UMTS;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4577-0652-3
DOI :
10.1109/ICSMC.2011.6083697