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Personal Event Management among Multiple Devices Based on User Intention Recognition Using Dynamic Bayesian Networks

机译:基于动态贝叶斯网络的用户意图识别的多设备间个人事件管理

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This paper proposes a proactive management system for the events that occur across multiple personal user devices, including desktop PCs, laptops, and smart phones. We implemented the Personal Event Management Service using Dynamic Bayesian Networks (PEMS-DBN) system that proactively executes appropriate tasks across multiple devices without explicit user requests by recognizing the user's device reuse intention , based on the observed actions of the user for specific devices. The client module of PEMS-DBN installed on each device monitors the user actions and recognizes user intention by using dynamic Bayesian networks. The server provides data sharing and maintenance for the clients. A series of experiments were performed to evaluate user satisfaction and system accuracy, and also the amounts of resource consumption during intention recognition and proactive execution are measured to ensure the system efficiency. The experimental results showed that the PEMS-DBN system can proactively provide appropriate, personalized services with a high degree of satisfaction to the user in an effective and efficient manner.
机译:本文提出了一种针对多个个人用户设备(包括台式机,笔记本电脑和智能手机)中发生的事件的主动管理系统。我们使用动态贝叶斯网络(PEMS-DBN)系统实施了“个人事件管理服务”,该系统根据观察到的用户特定行为,通过识别用户的设备重用意图,在多个设备上主动执行适当的任务,而无需明确的用户请求设备。安装在每个设备上的PEMS-DBN的客户端模块通过使用动态贝叶斯网络来监视用户操作并识别用户意图。服务器为客户端提供数据共享和维护。进行了一系列实验来评估用户满意度和系统准确性,并且还测量了意图识别和主动执行过程中的资源消耗量,以确保系统效率。实验结果表明,PEMS-DBN系统可以以有效,高效的方式主动为用户提供高度满意的适当个性化服务。

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