Towards an information filtering system in the Web integrating collaborative and content based techniques

J. P. Alcázar, Maritza L. Calderón-Benavides, Cristina N. González-Caro
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引用次数: 14

Abstract

The amount of information currently available, the different media and presentation formats joined with the little time availability of the researchers and people in general, make necessary the implementation of automated tools selecting and evaluating information, aiming at not only optimizing resources but also obtaining useful and personalized results that optimize the daily work of its users. A technique known as information filtering could be seen as a solution to this problem. Within an information filtering system, a user introduces a profile in the system which represents his/her information needs; then, the system works to display the relevant information. We contain a sample of the research carried out in this important area, focusing the work towards two most representative techniques: "content based filtering" and "collaborative filtering". These techniques have been studied from different points of view, allowing to create a solid framework which involves the necessary criteria for designing and creating a tool using the most outstanding characteristics of each technique. They provide a view to facilitate the work of people devoted to the search, depuration and distribution of information.
基于协同技术和内容技术的Web信息过滤系统
目前可获得的信息量,不同的媒体和呈现格式,加上研究人员和一般人的可用时间很少,使得有必要实施自动化工具来选择和评估信息,旨在不仅优化资源,而且获得有用和个性化的结果,优化用户的日常工作。一种被称为信息过滤的技术可以被视为这个问题的解决方案。在信息过滤系统中,用户在系统中引入一个代表他/她的信息需求的个人资料;然后,系统工作显示相关信息。我们包含了在这一重要领域开展的研究样本,重点关注两种最具代表性的技术:“基于内容的过滤”和“协同过滤”。这些技术已经从不同的角度进行了研究,允许创建一个坚实的框架,其中包括使用每种技术最突出的特征设计和创建工具的必要标准。它们提供了一种观点,以便利致力于搜索、收集和分发信息的人们的工作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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