Social tagging dynamics under system recommendation and resource multidimensionality

被引:0
|
作者
Xia, Haoxiang [1 ]
Zhao, Xiaowei [1 ,2 ]
Liu, Huiyu [1 ,3 ]
机构
[1] Dalian Univ Technol, Inst Syst Engn, Dalian 116024, Peoples R China
[2] Dalian Univ Technol, Sch Software Technol, Dalian 116620, Peoples R China
[3] China Unicom Ltd, Dalian Branch, Dalian 116001, Peoples R China
基金
中国国家自然科学基金;
关键词
Social tagging systems; tag usage patterns; dynamic model; TAGS;
D O I
10.1007/s11518-016-5299-z
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Social tagging systems have attracted plenty of research endeavors recently. The dynamic models of tag generation or tag usage are one of the key subjects of inquiry. However, the existing models do not well explain the "staged" power-law distribution of tag usage frequencies as observed in various social tagging systems. To cope with this, a new tag-generation model is proposed in this paper, which is based on a preferential selection mechanism influenced by the combinatorial effects of system recommendation and resource multidimensionality. Furthermore, to validate the model, the simulative results under different parameter combinations are compared with the distributions of tag usage frequencies in datasets from three famous social tagging systems, namely Delicious.com, Last.fm and Flickr. For different categories of resources of the three systems, three tag usage patterns can be identified, namely the power-law distribution with two plateaus, the power-law distribution with one plateau, and the standard power-law distribution. All the three patterns can be well fitted and explained by the proposed model.
引用
收藏
页码:271 / 286
页数:16
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