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Harnessing folksonomies to produce a social classification of resources
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Zubiaga, Arkaitz, Fresno, Víctor, Martínez, Raquel and García-Plaza, Alberto P. (2013) Harnessing folksonomies to produce a social classification of resources. IEEE Transactions on Knowledge and Data Engineering, Volume 25 (Number 8). pp. 1801-1813. doi:10.1109/TKDE.2012.115 ISSN 1041-4347.
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Official URL: http://dx.doi.org/10.1109/TKDE.2012.115
Abstract
In our daily lives, organizing resources like books or web pages into a set of categories to ease future access is a common task. The usual largeness of these collections requires a vast endeavor and an outrageous expense to organize manually. As an approach to effectively produce an automated classification of resources, we consider the immense amounts of annotations provided by users on social tagging systems in the form of bookmarks. In this paper, we deal with the utilization of these user-provided tags to perform a social classification of resources. For this purpose, we have created three large-scale social tagging datasets including tagging data for different types of resources, web pages and books. Those resources are accompanied by categorization data from sound expert-driven taxonomies. We analyze the characteristics of the three social tagging systems, and perform an analysis on the usefulness of social tags to perform a social classification of resources that resembles the classification by experts as much as possible. We analyze 6 different representations using tags, and compare to other data sources by using 3 different settings of SVM classifiers. Finally, we explore combinations of different data sources with tags using classifier committees to best classify the resources.
| Item Type: | Journal Article | ||||
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| Subjects: | P Language and Literature > P Philology. Linguistics Z Bibliography. Library Science. Information Resources > ZA Information resources |
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| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
| Library of Congress Subject Headings (LCSH): | Social bookmarking, Information resources -- Classification | ||||
| Journal or Publication Title: | IEEE Transactions on Knowledge and Data Engineering | ||||
| Publisher: | IEEE Computer Society | ||||
| ISSN: | 1041-4347 | ||||
| Official Date: | August 2013 | ||||
| Dates: |
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| Volume: | Volume 25 | ||||
| Number: | Number 8 | ||||
| Page Range: | pp. 1801-1813 | ||||
| DOI: | 10.1109/TKDE.2012.115 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Access rights to Published version: | Restricted or Subscription Access | ||||
| Date of first compliant deposit: | 29 December 2015 | ||||
| Date of first compliant Open Access: | 29 December 2015 | ||||
| Funder: | Madrid (Spain : Region), Spain. Ministerio de Ciencia e Innovación (MICINN) | ||||
| Grant number: | S-2009/TIC-1542 (Madrid), TIN2010-21128-C02-01 (MICINN) |
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