专题:Web2.0上社会化标签的深度挖掘

区分标签类型的社会化标签质量测评研究

  • 李蕾 ,
  • 王冕 ,
  • 章成志
展开
  • 南京理工大学经济管理学院
李蕾,南京理工大学经济管理学院博士研究生;王冕,南京理工大学经济管理学院本科生

收稿日期: 2013-10-08

  修回日期: 2013-11-08

  网络出版日期: 2013-12-05

基金资助

本文系教育部人文社会科学基金规划项目“多语言高质量社会化标签生成及聚类研究”(项目编号:13YJA870020)研究成果之一。

Quality Evaluation of Social Tagging Based on the Type of Tags

  • Li Lei ,
  • Wang Mian ,
  • Zhang Chengzhi
Expand
  • Department of Information Management, Nanjing University of Science and Technology, Nanjing 210094

Received date: 2013-10-08

  Revised date: 2013-11-08

  Online published: 2013-12-05

摘要

认为社会化标签多采取自由标引方式,部分标签并不能有效地揭示资源的内容或主题,于是产生许多低质量的标签,这些低质量标签干扰社会标注系统中资源组织的秩序,降低标签在应用场合中的质量和用户满意度。进行基于标签类型的社会化标签质量测评研究,开发标签质量测评网站,邀请志愿者在该网站上对博文标签、图书标签、图片标签、视频标签、音乐标签类型进行划分,得到标签类型分类用的训练数据集和测试集;同时,对标签质量进行打分,在此基础上进一步得到标签质量评估的训练数据集与测试数据集,为以后基于标签类型的标签质量评估提供数据支持。

本文引用格式

李蕾 , 王冕 , 章成志 . 区分标签类型的社会化标签质量测评研究[J]. 图书情报工作, 2013 , 57(23) : 11 -16,9 . DOI: 10.7536/j.issn.0252-3116.2013.23.002

Abstract

Most social tags take a free indexing way, and part of the tags can't reveal the content or subject matter of the resources. Therefore, a lot of low-quality tags generated to interfere the order of the social tagging system resource organizations, and to reduce the tags' quality in the application and customer satisfaction. This study carried a quality evaluation of social tagging based on the type of tags and developed a label quality evaluation site. On the one hand, volunteers divide the type of blog tags, book tags, picture tags, video tags, and music tags on the site and collect the training data set and test set of tags types. On the other hand, volunteers rate tags and collect training data set and test data set of label quality assessment, in order to provide data to support future research based on tag type label quality assessment.

参考文献

[1] Anusua T, Piyush R, Hal D, et al. Leveraging social bookmarks from partially tagged corpus for improved webpage clustering[J]. ACM Transactions on Intelligent Systems and Technology, 2011, 2(3): 111-130.
[2] Zubiaga A, Martínez R, Fresno V. Getting the most out of social annotations for Web page classification[C]//Proceedings of the 9th ACM symposium on Document engineering. Germany:ACM, 2009: 74-83.
[3] Zhou Ding, Bian Jiang, Zheng Shuyi, et al. Exploring social annotations for information retrieval[C]// Proceedings of the 17th International World Wide Web Conference. Beijing: 2008: 715-724.
[4] Zhao Shiwan, Du Nan, Nauerz A.et al. Improved recommendation based on collaborative tagging behaviors[C]//Proceedings of the 13th International Conference on Intelligent User Interfaces. Gran Canaria:ACM, 2008:413-416.
[5] Goh D H, Chua A, Lee C S, et al. Resource discovery through social tagging: A classification and content analytic approach[J]. Online Information Review, 2009, 33(3):568 -583.
[6] Gu Xiwu, Wang Xianbing, Li Ruixuan, et al. Measuring social tag confidence: Is it a good or bad tag?[J]. Web-Age Information Management Lecture Notes in Computer Science, 2011, 6897:94-105.
[7] Lee S E, Han S S K. Qtag:Introducing the qualitative tagging system[C]//Proceedings of the Eighteenth Conference on Hypertext and Hypermedia. New York: ACM, 2007: 35-36.
[8] Sen S, Harper F M, LaPitz A, et al. The quest for quality tags[C]//Proceedings of the 2007 International ACM Conference on Supporting Group Work. New York: ACM, 2007: 361-370.
[9] Zhang S, Farooq U, Carroll J M. Enhancing information scent: Identifying and recommending quality tags[C]//Proceedings of the ACM 2009 International Conference on Supporting Group Work. New York: ACM, 2009: 1-10.
[10] Belém F M, Martins E F, Almeida J M, et al. Exploiting co-occurrence and information quality metrics to recommend tags in web 2.0 applications[C]//Proceedings of the 19th ACM International Conference on Information and Knowledge Management. New York: ACM, 2010: 1793-1796.
[11] Guy M, Tonkin E. Tidying up tags[J]. D-lib Magazine, 2006, 12(1): 1082-9873.
[12] 徐静, 卢章平.基于folksonomy的信息组织及其优化[J].新世纪图书馆, 2011(4):34-37.
[13] Lawson K G. Mining social tagging data for enhanced subject access for readers and researchers[J]. The Journal of Academic Librarianship, 2009, 35(6): 574-582.
[14] Thomas M, Caudle D M, Schmitz C M. To tag or not to tag?[J]. Library Hi Tech, 2009, 27(3): 411-434.
[15] Lu Caimei, Jung-ran Park, Hu Xiaohua.User tags versus expert-assigned subject terms: A comparison of LibraryThing tags and Library of Congress Subject Headings[J].Journal of Information Science, 2010, 36(6):763-779.
[16] Hall C E, Zarro M A. What do you call it?: A comparison of library-created and user-created tags[C]//Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries. New York: ACM, 2011: 53-56.
[17] Chen S J. User tagging for digital archives: The case of commercial keywords from the grand secretariat[M]//Digital Libraries: For Cultural Heritage, Knowledge Dissemination, and Future Creation. Berlin:Springer, 2011: 158-167.
[18] Al-Khalifa H S, Davis H C. Folksonomies versus Automatic Keyword Extraction: An Empirical Study[J].Proceedings of the International Conference on Weblogs and Social Media. Colorado: AAAI Press, 2007.
[19] Lai V, Rajashekar C, Rand W. Comparing Social Tags to Microblogs[C]//Privacy, security, risk and trust (passat), 2011 Ieee Third International Conference on and 2011 Ieee Third International Conference on Social Computing (socialcom). IEEE, 2011: 1380-1383.
[20] Koutrika G, Effendi F A, Gy?ngyi Z, et al. Combating spam in tagging systems[C]//Proceedings of the 3rd International Workshop on Adversarial Information Retrieval on the Web. Banff: ACM, 2007: 57-64.
[21] Kwan Yi, Chan Yun Yoo. An empirical examination of the associations between social tags and Web queries[J].Information Research, 2012, 17(3): 527-533.
[22] 覃希, 夏宁霞, 苏一丹. 基于支持向量机的垃圾标签检测模型[J]. 计算机应用研究, 2010, 27(10): 3893-3895.
[23] Sen S, Lam S K, Rashid A M, et al. Tagging, communities, vocabulary, evolution[C]//Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work. Banff: ACM, 2006: 181-190.
[24] Xu Z, Fu Y, Mao J, et al. Towards the semantic web: Collaborative tag suggestions[C]//Collaborative web tagging workshop at WWW2006. Edinburgh: ACM, 2006.
[25] Melenhorst M, van Setten M. Usefulness of tags in providing access to large information systems[C]//Professional Communication Conference. Scattle: IPCC, 2007: 1-9.
[26] Bischoff K, Firan C S, Kadar C, et al. Automatically identifying tag types[M]//Advanced Data Mining and Applications. Berlin:Springer, 2009: 31-42.
[27] Heymann P, Paepcke A, Garcia-Molina H. Tagging human knowledge[C]//Proceedings of the Third ACM International Conference on Web Search and Data Mining. New York: ACM, 2010: 51-60.
[28] Böhnstedt D, Lehmann L, Rensing C, et al.Automatic identification of tag types in a resource-based learning scenario[M]//Towards Ubiquitous Learning. Berlin:Springer, 2011: 57-70.
[29] Böhnstcdt D, Lehmann L, Rensing C, et al Automatic identification of tag types in a resource-based leaming scenario[C]//Proceedings of the 6th European Conference on Technology Enhanced Learning:Towards Ubiquitous Learning.Palermo, Italy, 2011:57-70.

文章导航

/

〈 〉