On Quality Assesement in Wikipedia Articles Based on Markov Random Fields

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On Quality Assesement in Wikipedia Articles Based on Markov Random Fields
Authors
Rajmund Kleminski
Tomasz Kajdanowicz
Roman Bartusiak
Przemysław Law Kazienko
Publication date
2017
ISSN
03029743
ISBN
978-331954471-7
DOI
10.1007/978-3-319-54472-4_73
Links

On Quality Assesement in Wikipedia Articles Based on Markov Random Fields - scientific work about Wikipedia quality published in 2017, written by Rajmund Kleminski, Tomasz Kajdanowicz, Roman Bartusiak and Przemysław Law Kazienko.

Overview

This article investigates the possibility of accurate quality prediction of resources generated by communities based on the crowdgenerated content. Authors use data from Wikipedia, the prime example of community-run site, as author's object of study. Authors define the quality as a distribution of user-assigned grades across a predefined range of possible scores and present a measure of distribution similarity to quantify the accuracy of a prediction. The proposed method of quality prediction is based on Markov Random Field and its Loopy Belief Propagation implementation. Based on author's results, authors highlight key problems in the approach as presented, as well as trade-offs caused by relying solely on network structure and characteristics, excluding metadata. The overall results of content quality prediction are promising in homophilic networks.

Embed

Wikipedia Quality

Kleminski, Rajmund; Kajdanowicz, Tomasz; Bartusiak, Roman; Kazienko, Przemysław Law. (2017). "[[On Quality Assesement in Wikipedia Articles Based on Markov Random Fields]]". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 10191 LNAI, 2017, pp. 782-791. ISBN: 978-331954471-7. ISSN: 03029743. DOI: 10.1007/978-3-319-54472-4_73.

English Wikipedia

{{cite journal |last1=Kleminski |first1=Rajmund |last2=Kajdanowicz |first2=Tomasz |last3=Bartusiak |first3=Roman |last4=Kazienko |first4=Przemysław Law |title=On Quality Assesement in Wikipedia Articles Based on Markov Random Fields |date=2017 |isbn=978-331954471-7 |issn=03029743 |doi=10.1007/978-3-319-54472-4_73 |url=https://wikipediaquality.com/wiki/On_Quality_Assesement_in_Wikipedia_Articles_Based_on_Markov_Random_Fields |journal=Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 10191 LNAI, 2017, pp. 782-791}}

HTML

Kleminski, Rajmund; Kajdanowicz, Tomasz; Bartusiak, Roman; Kazienko, Przemysław Law. (2017). &quot;<a href="https://wikipediaquality.com/wiki/On_Quality_Assesement_in_Wikipedia_Articles_Based_on_Markov_Random_Fields">On Quality Assesement in Wikipedia Articles Based on Markov Random Fields</a>&quot;. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 10191 LNAI, 2017, pp. 782-791. ISBN: 978-331954471-7. ISSN: 03029743. DOI: 10.1007/978-3-319-54472-4_73.