Can social tags help you find what you want?
One of the uses of social tagging is to associate freely selected terms (tags) to resources for sharing resources among tag consumers. This enables tag consumers to locate new resources through the collective intelligence of other tag creators, and offers a new avenue for resource discovery. This pa...
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sg-ntu-dr.10356-945882020-03-07T12:15:49Z Can social tags help you find what you want? Khasfariyati Razikin Goh, Dion Hoe-Lian Chua, Alton Yeow Kuan Lee, Chei Sian Wee Kim Wee School of Communication and Information European Conference on Research and Advanced Technology for Digital Libraries ECDL (12th : 2008) DRNTU::Library and information science::Libraries::Digital libraries and information portals One of the uses of social tagging is to associate freely selected terms (tags) to resources for sharing resources among tag consumers. This enables tag consumers to locate new resources through the collective intelligence of other tag creators, and offers a new avenue for resource discovery. This paper investigates the effectiveness of tags as resource descriptors determined through the use of text categorisation using Support Vector Machines. Two text categorisation experiments were done for this research, and tags and web pages from del.icio.us were used. The first study concentrated on the use of terms as its features. The second study used both terms and its tags as part of its feature set. The results indicate that the tags were not always reliable indicators of the resource contents. At the same time, the results from the terms only experiment were better compared to the experiment with terms and tags. A deeper analysis of a sample of tags and documents were also conducted and implications of this research are discussed. Accepted version 2011-12-28T06:00:10Z 2019-12-06T18:58:45Z 2011-12-28T06:00:10Z 2019-12-06T18:58:45Z 2008 2008 Conference Paper Khasfariyati, R., Goh, D. H. L., Chua, A. Y. K., & Lee, C. S. (2008). Can Social Tags Help You Find What You Want? In Proceedings of the 12th European Conference on Research and Advanced Technology for Digital Libraries ECDL 2008, pp. 50-61. https://hdl.handle.net/10356/94588 http://hdl.handle.net/10220/7433 10.1007/978-3-540-87599-4_6 en © 2008 Springer. This is the author created version of a work that has been peer reviewed and accepted for publication by Lecture Notes in Computer Science, Springer. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [DOI: http://dx.doi.org/10.1007/978-3-540-87599-4_6]. application/pdf |
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DRNTU::Library and information science::Libraries::Digital libraries and information portals Khasfariyati Razikin Goh, Dion Hoe-Lian Chua, Alton Yeow Kuan Lee, Chei Sian Can social tags help you find what you want? |
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One of the uses of social tagging is to associate freely selected terms (tags) to resources for sharing resources among tag consumers. This enables tag consumers to locate new resources through the collective intelligence of other tag creators, and offers a new avenue for resource discovery. This paper investigates the effectiveness of tags as resource descriptors determined through the use of text categorisation using Support Vector Machines. Two text categorisation experiments were done for this research, and tags and web pages from del.icio.us were used. The first study concentrated on the use of terms as its features. The second study used both terms and its tags as part of its feature set. The results indicate that the tags were not always reliable indicators of the resource contents. At the same time, the results from the terms only experiment were better compared to the experiment with terms and tags. A deeper analysis of a sample of tags and documents were also conducted and implications of this research are discussed. |
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Wee Kim Wee School of Communication and Information |
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Wee Kim Wee School of Communication and Information Khasfariyati Razikin Goh, Dion Hoe-Lian Chua, Alton Yeow Kuan Lee, Chei Sian |
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Conference or Workshop Item |
author |
Khasfariyati Razikin Goh, Dion Hoe-Lian Chua, Alton Yeow Kuan Lee, Chei Sian |
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Khasfariyati Razikin |
title |
Can social tags help you find what you want? |
title_short |
Can social tags help you find what you want? |
title_full |
Can social tags help you find what you want? |
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Can social tags help you find what you want? |
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Can social tags help you find what you want? |
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can social tags help you find what you want? |
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2011 |
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https://hdl.handle.net/10356/94588 http://hdl.handle.net/10220/7433 |
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1681045750564257792 |