On Quality Assesement in Wikipedia Articles Based on Markov Random Fields
Authors | Rajmund Kleminski Tomasz Kajdanowicz Roman Bartusiak Przemysław Law Kazienko |
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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). "<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>". 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.