DocumentCode :
658371
Title :
Clustering Editors of Wikipedia by Editor´s Biases
Author :
Nakamura, A. ; Suzuki, Yuya ; Ishikawa, Yozo
Author_Institution :
Grad. Sch. of Inf. Sci., Nagoya Univ., Nagoya, Japan
Volume :
1
fYear :
2013
fDate :
17-20 Nov. 2013
Firstpage :
351
Lastpage :
358
Abstract :
Wikipedia is an Internet encyclopedia where any user can edit articles. Because editors act on their own judgments, editors´ biases are reflected in edit actions. When editors´ biases are reflected in articles, the articles should have low credibility. However, it is difficult for users to judge which parts in articles have biases. In this paper, we propose a method of clustering editors by editors´ biases for the purpose that we distinguish texts´ biases by using editors´ biases and aid users to judge the credibility of each description. If each text is distinguished such as by colors, users can utilize it for the judgments of the text credibility. Our system makes use of the relationships between editors: agreement and disagreement. We assume that editors leave texts written by editors that they agree with, and delete texts written by editors that they disagree with. In addition, we can consider that editors who agree with each other have similar biases, and editors who disagree with each other have different biases. Hence, the relationships between editors enable to classify editors by biases. In experimental evaluation, we verify that our proposed method is useful in clustering editors by biases. Additionally, we validate that considering the dependency between editors improves the clustering performance.
Keywords :
Internet; Web sites; pattern clustering; text analysis; Internet encyclopedia; Wikipedia; clustering performance; edit actions; editor biases; editor clustering; text biases; text credibility; Correlation; Data mining; Electronic publishing; Encyclopedias; History; Internet; Bias; Edit Histories; Peer Reviews; Wikipedia;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2013 IEEE/WIC/ACM International Joint Conferences on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4799-2902-3
Type :
conf
DOI :
10.1109/WI-IAT.2013.50
Filename :
6690036
Link To Document :
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