An Examination of the Effectiveness of Social Tagging for Resource Discovery

D. Goh, C. S. Lee, A. Chua, K. Razikin
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Abstract

Social tagging allows users to assign keywords (tags) to resources facilitating their future access by the tag creator, and possibly by other users. In terms of its support for resource discovery, social tagging has both proponents and critics. The goal of this paper investigates if tags are an effective means for helping users locate useful resources. Adopting techniques from text categorization, we downloaded Web pages and their associated tags from del.icio.us, and trained Support Vector Machine classifiers to determine if the documents could be assigned to their associated tags. Results from the classifiers in terms of precision, recall and F1 score were mixed, suggesting that that not all tags could be used by public users for resource discovery. Detailed analyses of our results revealed characteristics of effective and ineffective tags for resource discovery. From these, implications for social tagging systems are discussed.
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社会标签在资源发现中的有效性检验
社会标记允许用户为资源分配关键字(标记),方便标记创建者和其他用户将来访问这些资源。就其对资源发现的支持而言,社会标签既有支持者,也有批评者。本文的目标是研究标签是否是帮助用户定位有用资源的有效手段。采用文本分类技术,我们从del.icio下载了Web页面及其相关标记。和训练的支持向量机分类器来确定文档是否可以分配到它们的相关标签。分类器在准确率、召回率和F1分数方面的结果是混合的,这表明并不是所有的标签都可以被公共用户用于资源发现。对结果的详细分析揭示了资源发现的有效和无效标签的特征。从这些,社会标签系统的含义进行了讨论。
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