利用地理参考和社会标签信息对社交媒体进行探索性模式挖掘

M. Atzmüller, F. Lemmerich
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引用次数: 32

摘要

本文提出了探索性模式挖掘技术,用于描述资源群落(例如,图像)和描述感兴趣的位置。我们利用标记信息和协作地理参考注释,通过一组描述性模式来描述资源位置。这些方法被嵌入到一个交互式方法中,用于挖掘、浏览和可视化一组模式。作为一个典型的用例,我们关注社交照片共享应用程序Flickr。利用来自该平台的公开可用的真实世界数据,我们提供了自动方法的结构评估以及示范案例研究,以证明交互式方法的有效性和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploratory pattern mining on social media using geo-references and social tagging information
This paper presents exploratory pattern mining techniques for describing communities of resources (e.g., images) and for characterising locations of interest. We utilise tagging information and collaborative geo-reference annotations for characterising resources locations by a set of descriptive patterns. The methods are embedded into an interactive approach for mining, browsing and visualising a set of patterns. As an exemplary use case, we focus on the social photo sharing application Flickr. Utilising publicly available real-world data from this platform, we provide a structural evaluation of the automatic approach as well as an exemplary case study for demonstrating the effectiveness and validity of the interactive approach.
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