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A method for predicting future location of mobile user for location-based services system

机译:基于位置的服务系统预测移动用户未来位置的方法

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Convergence of location-aware devices, wireless communications, and geographic information system (CIS) functionalities has been enabling the deployment of a new generation of selective information disseminating services and location-based services (LBSs). Current LBSs use information about current locations of users to provide services, such as nearest features of interest, they request. Although the common computing strategy in LBSs benefits the users, there are additional benefits when future locations are predicted. One major advantage of location prediction is that it provides LBSs with extended resources, mainly time, to improve system reliability which in turn increases the users' confidence and the demand for LBSs. In this study, we propose a movement Rule-based Location Prediction method (RLP), to guess the user's future location for LBSs. Its performance is assessed with respect to precision and recall. In comparison with the previous technique, the prediction accuracy of ours is higher. With the proposed approach, we give an efficient support to the LBSs provider in monitoring user intelligently and sending information to user in a push-driven fashion. Apart from the support of timely and desired services and enhanced automation, the technique helps overcome some existing issues such as network flooding due to the massive tracking of users, the latencies of the positioning systems in providing and information delivery. Accordingly, the positioning is more reliable, which enables the service provider to effectively and efficiently offer location-based services with high frequency.
机译:位置感知设备,无线通信和地理信息系统(CIS)功能的融合,使得能够部署新一代的选择性信息发布服务和基于位置的服务(LBS)。当前的LBS使用有关用户当前位置的信息来提供服务,例如它们所请求的最近的关注功能。尽管LBS中的通用计算策略使用户受益,但在预测将来的位置时还有其他好处。位置预测的一个主要优点是,它为LBS提供了扩展的资源(主要是时间)来提高系统可靠性,从而提高了用户的信心和对LBS的需求。在这项研究中,我们提出了一种基于运动规则的位置预测方法(RLP),以猜测用户对LBS的未来位置。评估其性能的准确性和召回率。与以前的技术相比,我们的预测精度更高。通过提出的方法,我们为LBS提供商提供了有效的支持,以智能地监视用户并以推送驱动的方式向用户发送信息。除了提供及时和期望的服务以及增强的自动化功能之外,该技术还有助于克服一些现有问题,例如由于用户的大量跟踪,定位系统在提供和信息传递方面的延迟而导致的网络泛滥。因此,定位更加可靠,这使得服务提供商能够高效地,高效地提供基于位置的服务。

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