Feature Transformation Method Enhanced Vandalism Detection in Wikipedia
Authors | Tianshu Chang Hongfei Lin Yuan Lin |
|---|---|
Publication date | 2012 |
ISSN | 03029743 |
ISBN | 978-364235340-6 |
DOI | 10.1007/978-3-642-35341-3_16 |
Links |
Feature Transformation Method Enhanced Vandalism Detection in Wikipedia - scientific work about Wikipedia quality published in 2012, written by Tianshu Chang, Hongfei Lin and Yuan Lin.
Overview
A very example of web 2.0 application is Wikipedia, an online encyclopedia where anyone can edit and share information. However, blatantly unproductive edits greatly undermine the quality of Wikipedia. Their irresponsible acts force editors to waste time undoing vandalisms. For the purpose of improving information quality on Wikipedia and freeing the maintainer from such repetitive tasks, machine learning methods have been proposed to detect vandalism automatically. However, most of them focused on mining new features which seem to be inexhaustible to be discovered. Therefore, the question of how to make the best use of these features needs to be tackled. In this paper, authors leverage feature transformation techniques to analyze the features and propose a framework using these methods to enhance detection. Experiment results on the public dataset PAN-WVC-10 show that their method is effective and it provides another useful method to help detect vandalism in Wikipedia.
Embed
Wikipedia Quality
Chang, Tianshu; Lin, Hongfei; Lin, Yuan. (2012). "[[Feature Transformation Method Enhanced Vandalism Detection in Wikipedia]]". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 7675 LNCS, 2012, pp. 187-198. ISBN: 978-364235340-6. ISSN: 03029743. DOI: 10.1007/978-3-642-35341-3_16.
English Wikipedia
{{cite journal |last1=Chang |first1=Tianshu |last2=Lin |first2=Hongfei |last3=Lin |first3=Yuan |title=Feature Transformation Method Enhanced Vandalism Detection in Wikipedia |date=2012 |isbn=978-364235340-6 |issn=03029743 |doi=10.1007/978-3-642-35341-3_16 |url=https://wikipediaquality.com/wiki/Feature_Transformation_Method_Enhanced_Vandalism_Detection_in_Wikipedia |journal=Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 7675 LNCS, 2012, pp. 187-198}}
HTML
Chang, Tianshu; Lin, Hongfei; Lin, Yuan. (2012). "<a href="https://wikipediaquality.com/wiki/Feature_Transformation_Method_Enhanced_Vandalism_Detection_in_Wikipedia">Feature Transformation Method Enhanced Vandalism Detection in Wikipedia</a>". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 7675 LNCS, 2012, pp. 187-198. ISBN: 978-364235340-6. ISSN: 03029743. DOI: 10.1007/978-3-642-35341-3_16.
