Difference between revisions of "Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws"
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== Overview == | == Overview == | ||
Abstract In this work, authors present the first quality flaw prediction study for articles containing the two most frequent verifiability flaws in Spanish [[Wikipedia]]: articles which do not cite any references or sources at all (denominated Unreferenced ) and articles that need additional citations for verification (so-called Refimprove ). Based on the underlying characteristics of each flaw, different state-of-the-art approaches were evaluated. For articles not citing any references, a well-established rule-based approach was evaluated and interesting findings show that some of them suffer from Refimprove flaw instead. Likewise, for articles that need additional citations for verification, the well-known PU learning and one-class classification approaches were evaluated. Besides, new methods were compared and a new feature was also proposed to model this latter flaw. The results showed that new methods such as under-bagged decision trees with sum or majority voting rules, biased-SVM, and centroid-based balanced SVM, perform best in comparison with the ones previously published. | Abstract In this work, authors present the first quality flaw prediction study for articles containing the two most frequent verifiability flaws in Spanish [[Wikipedia]]: articles which do not cite any references or sources at all (denominated Unreferenced ) and articles that need additional citations for verification (so-called Refimprove ). Based on the underlying characteristics of each flaw, different state-of-the-art approaches were evaluated. For articles not citing any references, a well-established rule-based approach was evaluated and interesting findings show that some of them suffer from Refimprove flaw instead. Likewise, for articles that need additional citations for verification, the well-known PU learning and one-class classification approaches were evaluated. Besides, new methods were compared and a new feature was also proposed to model this latter flaw. The results showed that new methods such as under-bagged decision trees with sum or majority voting rules, biased-SVM, and centroid-based balanced SVM, perform best in comparison with the ones previously published. | ||
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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
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| + | Ferretti, Edgardo; Cagnina, Leticia; Paiz, Viviana; Donne, Sebastián Delle; Zacagnini, Rodrigo; Errecalde, Marcelo Luis. (2018). "[[Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws]]". Elsevier BV. DOI: 10.1016/j.ipm.2018.08.003. | ||
| + | </nowiki> | ||
| + | </code> | ||
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| + | === English Wikipedia === | ||
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| + | {{cite journal |last1=Ferretti |first1=Edgardo |last2=Cagnina |first2=Leticia |last3=Paiz |first3=Viviana |last4=Donne |first4=Sebastián Delle |last5=Zacagnini |first5=Rodrigo |last6=Errecalde |first6=Marcelo Luis |title=Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws |date=2018 |doi=10.1016/j.ipm.2018.08.003 |url=https://wikipediaquality.com/wiki/Quality_Flaw_Prediction_in_Spanish_Wikipedia:_a_Case_of_Study_with_Verifiability_Flaws |journal=Elsevier BV}} | ||
| + | </nowiki> | ||
| + | </code> | ||
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| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Ferretti, Edgardo; Cagnina, Leticia; Paiz, Viviana; Donne, Sebastián Delle; Zacagnini, Rodrigo; Errecalde, Marcelo Luis. (2018). &quot;<a href="https://wikipediaquality.com/wiki/Quality_Flaw_Prediction_in_Spanish_Wikipedia:_a_Case_of_Study_with_Verifiability_Flaws">Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws</a>&quot;. Elsevier BV. DOI: 10.1016/j.ipm.2018.08.003. | ||
| + | </nowiki> | ||
| + | </code> | ||
Revision as of 07:15, 22 June 2020
Authors | Edgardo Ferretti Leticia Cagnina Viviana Paiz Sebastián Delle Donne Rodrigo Zacagnini Marcelo Luis Errecalde |
|---|---|
Publication date | 2018 |
DOI | 10.1016/j.ipm.2018.08.003 |
Links | Original |
Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws - scientific work related to Wikipedia quality published in 2018, written by Edgardo Ferretti, Leticia Cagnina, Viviana Paiz, Sebastián Delle Donne, Rodrigo Zacagnini and Marcelo Luis Errecalde.
Overview
Abstract In this work, authors present the first quality flaw prediction study for articles containing the two most frequent verifiability flaws in Spanish Wikipedia: articles which do not cite any references or sources at all (denominated Unreferenced ) and articles that need additional citations for verification (so-called Refimprove ). Based on the underlying characteristics of each flaw, different state-of-the-art approaches were evaluated. For articles not citing any references, a well-established rule-based approach was evaluated and interesting findings show that some of them suffer from Refimprove flaw instead. Likewise, for articles that need additional citations for verification, the well-known PU learning and one-class classification approaches were evaluated. Besides, new methods were compared and a new feature was also proposed to model this latter flaw. The results showed that new methods such as under-bagged decision trees with sum or majority voting rules, biased-SVM, and centroid-based balanced SVM, perform best in comparison with the ones previously published.
Embed
Wikipedia Quality
Ferretti, Edgardo; Cagnina, Leticia; Paiz, Viviana; Donne, Sebastián Delle; Zacagnini, Rodrigo; Errecalde, Marcelo Luis. (2018). "[[Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws]]". Elsevier BV. DOI: 10.1016/j.ipm.2018.08.003.
English Wikipedia
{{cite journal |last1=Ferretti |first1=Edgardo |last2=Cagnina |first2=Leticia |last3=Paiz |first3=Viviana |last4=Donne |first4=Sebastián Delle |last5=Zacagnini |first5=Rodrigo |last6=Errecalde |first6=Marcelo Luis |title=Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws |date=2018 |doi=10.1016/j.ipm.2018.08.003 |url=https://wikipediaquality.com/wiki/Quality_Flaw_Prediction_in_Spanish_Wikipedia:_a_Case_of_Study_with_Verifiability_Flaws |journal=Elsevier BV}}
HTML
Ferretti, Edgardo; Cagnina, Leticia; Paiz, Viviana; Donne, Sebastián Delle; Zacagnini, Rodrigo; Errecalde, Marcelo Luis. (2018). "<a href="https://wikipediaquality.com/wiki/Quality_Flaw_Prediction_in_Spanish_Wikipedia:_a_Case_of_Study_with_Verifiability_Flaws">Quality Flaw Prediction in Spanish Wikipedia: a Case of Study with Verifiability Flaws</a>". Elsevier BV. DOI: 10.1016/j.ipm.2018.08.003.
