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Measuring Article Quality in Wikipedia using the Collaboration Network

De La Robertie, Baptiste and Pitarch, Yoann and Teste, Olivier Measuring Article Quality in Wikipedia using the Collaboration Network. (2015) In: 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2015), 25 August 2015 - 28 August 2015 (Paris, France).

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Official URL: http://dx.doi.org/10.1145/2808797.2808895

Abstract

Collaboratively edited articles such as in Wikipedia suffer from well-identified problems regarding their quality, e.g., information accuracy, reputability of third-party sources, vandalism. Due to the huge number of articles and the intensive edit rate, the manual evaluation of article content quality is inconceivable. In this paper, we tackle the problem of automatically establishing the quality of Wikipedia articles. Evidences are shown to consider the interactions between authors and articles to assess the quality score. Collaborations between authors and reviewers are also considered to reinforce the discriminative process. This work gives a generic formulation of the Mutual Reinforcement principle held between articles quality and authors authority and take explicitly advantage of the co-edits graph generated by individuals. Experiments conducted on a set of representative data from Wikipedia show the effectiveness of our approach.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to ACM editor. The definitive version is available at http://dl.acm.org This papers appears in Proceedings of ASONAM 2015 ISBN: 978-1-4503-3854-7. The original PDF is available at: http://dl.acm.org/citation.cfm?doid=2808797.2808895
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited By: IRIT IRIT
Deposited On:23 Jun 2016 14:13

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