图 书 馆
生长在森林的一棵树上：通过整合结构化元数据进行构造分类Growing a Tree in the Forest: Constructing Folksonomies by Integrating Structured Metadata |
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| 课程网址: | http://videolectures.net/kdd2010_plangprasopchok_gtf/ |
| 主讲教师: | Anon Plangprasopchok |
| 开课单位: | 南加州大学 |
| 开课时间: | 2010-10-01 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Many social Web sites allow users to annotate the content with descriptive metadata, such as tags, and more recently to organize content hierarchically. These types of structured metadata provide valuable evidence for learning how a community organizes knowledge. For instance, we can aggregate many personal hierarchies into a common taxonomy, also known as a folksonomy, that will aid users in visualizing and browsing social content, and also to help them in organizing their own content. However, learning from social metadata presents several challenges, since it is sparse, shallow, ambiguous, noisy, and inconsistent. We describe an approach to folksonomy learning based on relational clustering, which exploits structured metadata contained in personal hierarchies. Our approach clusters similar hierarchies using their structure and tag statistics, then incrementally weaves them into a deeper, bushier tree. We study folksonomy learning using social metadata extracted from the photo-sharing site Flickr, and demonstrate that the proposed approach addresses the challenges. Moreover, comparing to previous work, the approach produces larger, more accurate folksonomies, and in addition, scales better. |
| 关 键 词: | 社交网站; 元数据; 大众分类法; 关联聚类分类学习 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-12-24：lxf |
| 阅读次数: | 41 |