首页> 外文会议>International Conference on Database Systems for Advanced Applications(DASFAA 2004); 20040317-20040319; Jeju Island; KR >Just-in-Time Recommendation Using Multi-agents for Context-Awareness in Ubiquitous Computing Environment
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Just-in-Time Recommendation Using Multi-agents for Context-Awareness in Ubiquitous Computing Environment

机译:在普适计算环境中使用多代理进行上下文感知的即时建议

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摘要

Ubiquitous computing is a vision of future in which a computing technology becomes pervasive. One of the most important attributes in ubiquitous computing is context- awareness. The application that the user's contexts are changed continuously over time normally requires a just-in-time recommendation. This paper describes a new just-in-time recommendation method using multi-agents for context-awareness in ubiquitous computing environment. For the just-in-time recommendation, we locally store the recommendation information that the user is likely to need in the near future based on predictions. To predict the information that be expected to be needed by the user, we use data mining methods. We propose a JITR Server Context Agent and a JITR Client Context Agent. They make the just-in-time recommendation continuously with the change of user's contexts and solve the limitation of storage. We explain our method with an example. Several experiments are performed and the experimental results show that our method has a good recommendation performance.
机译:普适计算是对未来计算技术的一种展望。普适计算中最重要的属性之一是上下文感知。用户上下文随时间不断变化的应用程序通常需要及时的建议。本文描述了一种新的即时推荐方法,该方法使用多智能体在普适计算环境中实现上下文感知。对于即时推荐,我们根据预测在本地存储用户在不久的将来可能需要的推荐信息。为了预测用户期望的信息,我们使用数据挖掘方法。我们提出了JITR服务器上下文代理和JITR客户端上下文代理。他们随着用户上下文的变化不断做出及时的推荐,并解决了存储的局限性。我们用一个例子来解释我们的方法。进行了几次实验,实验结果表明我们的方法具有良好的推荐性能。

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