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Customising WAP-based information services on mobile networks

机译:在移动网络上自定义基于WAP的信息服务

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摘要

In addition to voice transmission over mobile networks, the demand of data communication has been increasing. To deploy data-oriented applications for mobile terminals, the wireless application protocol (WAP) has provided a promising solution. However, as in the World Wide Web (WWW), the increasing information leads to the problem of information overload. One way to overcome such a problem is to build intelligent recommender systems to provide customised information services. By analyzing the information collected from the user, a customised recommender system is able to reason his personal preferences and to build a model of predictions. In this way, only the information predicted as user-interested can reach the end user. This paper presents a multi-agent framework in which a decision tree-based approach is employed to learn a users preferences. To assess the proposed framework, a mobile phone simulator is used to represent a mobile environment and a series of experiments are conducted. The experimental studies have concentrated on how to recommend appropriate information to the individual user, and on how the system can adapt to a users most recent preferences. The results and analysis show that based on our framework the WAP-based customised information services can be successfully performed.
机译:除了通过移动网络进行语音传输之外,数据通信的需求也在不断增长。为了为移动终端部署面向数据的应用,无线应用协议(WAP)提供了有希望的解决方案。但是,如同在万维网(WWW)中一样,不断增加的信息导致信息过载的问题。解决此问题的一种方法是构建智能推荐系统以提供定制的信息服务。通过分析从用户那里收集的信息,定制的推荐系统可以推理出他的个人喜好并建立预测模型。这样,只有被预测为用户感兴趣的信息才能到达最终用户。本文提出了一种多主体框架,其中采用了基于决策树的方法来学习用户偏好。为了评估所提出的框架,使用手机模拟器来表示移动环境,并进行了一系列实验。实验研究集中在如何向个人用户推荐适当的信息,以及系统如何适应用户的最新偏好。结果和分析表明,基于我们的框架,基于WAP的定制信息服务可以成功执行。

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