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 in | Journal of systems science and systems engineering Vol. 25; no. 3; pp. 271 - 286 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| 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 Access | Get full text |
| ISSN | 1004-3756 1861-9576 |
| DOI | 10.1007/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. |
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| 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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| Author_xml | – sequence: 1 givenname: Haoxiang surname: Xia fullname: Xia, Haoxiang email: hxxia@dlut.edu.cn organization: Institute of Systems Engineering, Dalian University of Technology – sequence: 2 givenname: Xiaowei surname: Zhao fullname: Zhao, Xiaowei organization: Institute of Systems Engineering, Dalian University of Technology, School of Software Technology, Dalian University of Technology – sequence: 3 givenname: Huiyu surname: Liu fullname: Liu, Huiyu organization: Institute of Systems Engineering, Dalian University of Technology, Dalian Branch of China Unicom Ltd |
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| Cites_doi | 10.1145/1379092.1379109 10.1145/1149941.1149949 10.1145/1594173.1594176 10.1073/pnas.0610487104 10.1007/978-3-642-02121-3_48 10.1142/S0219525908001817 10.1093/biomet/42.3-4.425 10.1016/j.dss.2012.08.010 10.1177/0165551506062337 10.1017/S026988891100018X 10.1016/j.websem.2010.10.001 10.1145/1526709.1526796 10.1509/jm.12.0151 10.1016/j.compedu.2012.06.015 10.1088/1742-5468/2010/10/P10005 10.1145/1882471.1882480 10.1145/1454008.1454048 10.1016/j.eswa.2013.07.071 10.1016/j.asoc.2013.03.004 10.1145/1367497.1367594 10.1145/1367497.1367542 |
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| Copyright | Systems Engineering Society of China and Springer-Verlag Berlin Heidelberg 2016 Systems Engineering Society of China and Springer-Verlag Berlin Heidelberg 2016. Copyright © Wanfang Data Co. Ltd. All Rights Reserved. |
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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. 11-2983/N ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
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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 资源 |
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| Title | SOCIAL TAGGING DYNAMICS UNDER SYSTEM RECOMMENDATION AND RESOURCE MULTIDIMENSIONALITY |
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