Probabilistic Quality Assessment Based on Articles Revision History

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Probabilistic Quality Assessment Based on Articles Revision History
Authors
Jingyu Han
Chuandong Wang
Dawei Jiang
Publication date
2011
ISSN
03029743
ISBN
978-364223090-5
DOI
10.1007/978-3-642-23091-2_50
Links

Probabilistic Quality Assessment Based on Articles Revision History - scientific work about Wikipedia quality published in 2011, written by Jingyu Han, Chuandong Wang and Dawei Jiang.

Overview

The collaborative efforts of users in social media services such as Wikipedia have led to an explosion in user-generated content and how to automatically tag the quality of the content is an eminent concern now. Actually each article is usually undergoing a series of revision phases and the articles of different quality classes exhibit specific revision cycle patterns. Authors propose to Assess Quality based on Revision History (AQRH) for a specific domain as follows. First, authors borrow Hidden Markov Model (HMM) to turn each article's revision history into a revision state sequence. Then, for each quality class its revision cycle patterns are extracted and are clustered into quality corpora. Finally, article's quality is thereby gauged by comparing the article's state sequence with the patterns of pre-classified documents in probabilistic sense. Authors conduct experiments on a set of Wikipedia articles and the results demonstrate that their method can accurately and objectively capture web article's quality.

Embed

Wikipedia Quality

Han, Jingyu; Wang, Chuandong; Jiang, Dawei. (2011). "[[Probabilistic Quality Assessment Based on Articles Revision History]]". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 6861 LNCS, Issue PART 2, 2011, pp. 574-588. ISBN: 978-364223090-5. ISSN: 03029743. DOI: 10.1007/978-3-642-23091-2_50.

English Wikipedia

{{cite journal |last1=Han |first1=Jingyu |last2=Wang |first2=Chuandong |last3=Jiang |first3=Dawei |title=Probabilistic Quality Assessment Based on Articles Revision History |date=2011 |isbn=978-364223090-5 |issn=03029743 |doi=10.1007/978-3-642-23091-2_50 |url=https://wikipediaquality.com/wiki/Probabilistic_Quality_Assessment_Based_on_Articles_Revision_History |journal=Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 6861 LNCS, Issue PART 2, 2011, pp. 574-588}}

HTML

Han, Jingyu; Wang, Chuandong; Jiang, Dawei. (2011). &quot;<a href="https://wikipediaquality.com/wiki/Probabilistic_Quality_Assessment_Based_on_Articles_Revision_History">Probabilistic Quality Assessment Based on Articles Revision History</a>&quot;. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 6861 LNCS, Issue PART 2, 2011, pp. 574-588. ISBN: 978-364223090-5. ISSN: 03029743. DOI: 10.1007/978-3-642-23091-2_50.