SOCIAL TAGGING DYNAMICS UNDER SYSTEM RECOMMENDATION AND RESOURCE MULTIDIMENSIONALITY

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...

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Published inJournal of systems science and systems engineering Vol. 25; no. 3; pp. 271 - 286
Main Authors Xia, Haoxiang, Zhao, Xiaowei, Liu, Huiyu
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.09.2016
Springer Nature B.V
Institute of Systems Engineering, Dalian University of Technology, Dalian, 116024, China%Institute of Systems Engineering, Dalian University of Technology, Dalian, 116024, China
School of Software Technology, Dalian University of Technology, Dalian, 116620, China%Institute of Systems Engineering, Dalian University of Technology, Dalian, 116024, China
Dalian Branch of China Unicom Ltd., Dalian, 116001, China
Subjects
Online AccessGet full text
ISSN1004-3756
1861-9576
DOI10.1007/s11518-016-5299-z

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Abstract 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.fin 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.
AbstractList 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.
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.fin 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.
Author Haoxiang Xia Xiaowei Zhao Huiyu Liu
AuthorAffiliation Institute of Systems Engineering, Dalian University of Technology, Dalian, 116024, China School of Software Technology, Dalian University of Technology, Dalian, 116620, China Dalian Branch of China Unicorn Ltd., Dalian, 116001, China
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Notes Social tagging systems, tag usage patterns, dynamic model
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.fin 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.
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PublicationTitle Journal of systems science and systems engineering
PublicationTitleAbbrev J. Syst. Sci. Syst. Eng
PublicationTitleAlternate Journal of Systems Science and Systems Engineering
PublicationTitle_FL Journal of Systems Science and Systems Engineering
PublicationYear 2016
Publisher Springer Berlin Heidelberg
Springer Nature B.V
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Snippet 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...
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SubjectTerms Combinatorial analysis
Complexity
Dynamic models
Economic Theory/Quantitative Economics/Mathematical Methods
Engineering
Operations Research/Decision Theory
Power law
Tagging
Tags
动态模型
多维性
幂律分布
影响系统
标签系统
生成模型
社会性
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Title SOCIAL TAGGING DYNAMICS UNDER SYSTEM RECOMMENDATION AND RESOURCE MULTIDIMENSIONALITY
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