Discovering Missing Semantic Relations Between Entities in Wikipedia
Authors | Mengling Xu Zhichun Wang Rongfang Bie Juanzi Li Chen Zheng Wantian Ke Mingquan Zhou |
|---|---|
Publication date | 2013 |
DOI | 10.1007/978-3-642-41335-3_42 |
Links | Original |
Discovering Missing Semantic Relations Between Entities in Wikipedia - scientific work related to Wikipedia quality published in 2013, written by Mengling Xu, Zhichun Wang, Rongfang Bie, Juanzi Li, Chen Zheng, Wantian Ke and Mingquan Zhou.
Overview
Wikipedia's infoboxes contain rich structured information of various entities, which have been explored by the DBpedia project to generate large scale Linked Data sets. Among all the infobox attributes, those attributes having hyperlinks in its values identify semantic relations between entities, which are important for creating RDF links between DBpedia's instances. However, quite a few hyperlinks have not been anotated by editors in infoboxes, which causes lots of relations between entities being missing in Wikipedia. In this paper, authors propose an approach for automatically discovering the missing entity links in Wikipedia's infoboxes, so that the missing semantic relations between entities can be established. Authors approach first identifies entity mentions in the given infoboxes, and then computes several features to estimate the possibilities that a given attribute value might link to a candidate entity. A learning model is used to obtain the weights of different features, and predict the destination entity for each attribute value. Authors evaluated approach on the English Wikipedia data, the experimental results show that approach can effectively find the missing relations between entities, and it significantly outperforms the baseline methods in terms of both precision and recall.
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Wikipedia Quality
Xu, Mengling; Wang, Zhichun; Bie, Rongfang; Li, Juanzi; Zheng, Chen; Ke, Wantian; Zhou, Mingquan. (2013). "[[Discovering Missing Semantic Relations Between Entities in Wikipedia]]". Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-41335-3_42.
English Wikipedia
{{cite journal |last1=Xu |first1=Mengling |last2=Wang |first2=Zhichun |last3=Bie |first3=Rongfang |last4=Li |first4=Juanzi |last5=Zheng |first5=Chen |last6=Ke |first6=Wantian |last7=Zhou |first7=Mingquan |title=Discovering Missing Semantic Relations Between Entities in Wikipedia |date=2013 |doi=10.1007/978-3-642-41335-3_42 |url=https://wikipediaquality.com/wiki/Discovering_Missing_Semantic_Relations_Between_Entities_in_Wikipedia |journal=Springer, Berlin, Heidelberg}}
HTML
Xu, Mengling; Wang, Zhichun; Bie, Rongfang; Li, Juanzi; Zheng, Chen; Ke, Wantian; Zhou, Mingquan. (2013). "<a href="https://wikipediaquality.com/wiki/Discovering_Missing_Semantic_Relations_Between_Entities_in_Wikipedia">Discovering Missing Semantic Relations Between Entities in Wikipedia</a>". Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-41335-3_42.
