Summarizing dynamic Social Tagging Systems

被引:11
|
作者
Gabriel, Hans-Henning [1 ]
Spiliopoulou, Myra [1 ]
Nanopoulos, Alexandros [2 ]
机构
[1] Otto Von Guericke Univ, Fac Comp Sci, Magdeburg, Germany
[2] Univ Eichstatt Ingolstadt, Ingolstadt, Germany
关键词
Dynamic Social Tagging Systems; Social network summarization; Folksonomy; Clustering; Tensor-based clustering;
D O I
10.1016/j.eswa.2013.07.071
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Social tagging is a popular method that allows users of social networks to share annotation in the form of keywords, called tags, assigned to resources. Social tagging addresses information overload by easing the task of locating interesting entities in a social network. Nevertheless, users can still be overwhelmed by too many tags posted at each moment. A process is needed that offers an accurate overview of the representative entities and their relationships with each other, while dealing with the dynamics of social tagging and of tags' semantics. We propose a method for the automated summarization of an evolving multi-modal social network, focusing on the entities that stay representative over time for some subnetwork in the social tagging system. We report on experiments with real data from the Bibsonomy social tagging system, where we compare our dynamic approach with a static one. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:457 / 469
页数:13
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