A Classification on Different Aspects of User Modelling in Personalized Web Search

Sara Abri, Rayan Abri, S. Cetin
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引用次数: 8

Abstract

In the context of personalization has recently been doing a lot of researches and applications. A common component of all research in the field of personalization is user modeling that also called user profiling. The main work of the user modeling in the field of personalization in the first step is capturing information about users and in the next step is to identify the user's preferences and interests and efficient use this information for increasing the retrieval performance. How to collect information about the user, user model structures and the used techniques to create a user model is different in each of personalized applications. In the previous studies, there was not a complete classification on the major dimensions of user models. In this research, we present an appropriate classification on the major dimensions of user models. We aim to present a survey on applications and techniques of user modeling and make a classification of user modeling by considering the existing literature and research and we hope can help to researchers in better-developing on the area.
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个性化网络搜索中用户建模的不同方面分类
在个性化的背景下,近年来进行了大量的研究和应用。个性化领域所有研究的一个共同组成部分是用户建模,也称为用户分析。在个性化领域中,用户建模的第一步主要是捕获用户的信息,下一步是识别用户的偏好和兴趣,并有效地利用这些信息来提高检索性能。如何收集有关用户的信息、用户模型结构和用于创建用户模型的技术在每个个性化应用程序中都是不同的。在以往的研究中,并没有对用户模型的主要维度进行完整的分类。在本研究中,我们对用户模型的主要维度进行了适当的分类。我们的目的是对用户建模的应用和技术进行综述,并结合已有的文献和研究对用户建模进行分类,希望对研究人员在这一领域的更好发展有所帮助。
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