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Measuring Social Tag Confidence: Is It a Good or Bad Tag?

机译:衡量社会标签信心:这是一个好的还是坏的标签?

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Social tagging is an increasingly popular way to describe latent semantic information of web resources and thus is widely used to improve the performance of information retrieval system. However, there also has been significant variance of the quality of social tags because they can be annotated by folks on the web freely. As a consequence, how to measure the quality of social tags (referred to as social tag confidence) becomes an important issue. In this paper, we propose a statistic model to measure the confidence of social tags by utilizing a combination of three attributes of a social tag: web resource, tag, and tagging user. In order to evaluate the effectiveness of our model, two experiments are performed with datasets crawled from del.icio.us. Experimental results show that our model has a better performance than other approaches with respect to Normalized Discounted Cumulated Gain (NDCG). In addition, F-1 measure of tagged web page clustering performance is also increased when our model is applied to filter the noisy social tags with low tag confidence.
机译:社交标记是一种越来越流行的方式来描述Web资源的潜在语义信息,因此被广泛用于提高信息检索系统的性能。但是,社会标签质量也存在显着方差,因为它们可以通过Web上的人物自由注释。因此,如何衡量社交标签的质量(称为社会标签信心)成为一个重要问题。在本文中,我们提出了一种统计模型来测量社交标签的三个属性的组合来测量社交标签:Web资源,标签和标记用户的组合。为了评估我们模型的有效性,使用从del.icio.us爬行的数据集进行了两个实验。实验结果表明,我们的模型具有比相对于标准化折扣累积增益(NDCG)的其他方法更好的性能。此外,当应用我们的模型以过滤低标签信心的嘈杂的社交标签时,标记的网页聚类性能的F-1测量也会增加。

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