用户兴趣模型的表示和更新机制
THE REPRESENTATION AND UPDATE MECHANISM FOR USER PROFILE
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摘要: 面对因特网的海量信息 ,为了实现基于用户兴趣的个性化信息服务 ,提出了用户兴趣模型的表示和更新机制 .它根据用户提供的各类示例文档 ,将文本的段落作为识别用户兴趣的基本要素 .在聚类分析基础上 ,考察特征项、段落和类别的表达能力 ,建立用户兴趣模型 ,通过计算与文本的匹配程度 ,将满足约定条件的文本推荐给用户 .利用相关反馈 ,追踪和更新用户兴趣模型 ,提高个性化信息服务的效率Abstract: Personal information service plays an important role in the Internet, which is based on the user’s interest. The representation and update mechanism for the user profiles are presented in this paper. It collects various types of example documents provided by users and sets up the user profiles based on paragraphs clustered, because the paragraph is the best "grain" to understand the user’s interest and its ability to reveal text topic can be measured by co occurrence in example documents. The documents from stream are matched with the profiles, and then they are delivered to users according to the constraining conditions. Consequently, these relevant documents are used to improve the user profiles.
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