Difference between revisions of "Type Inference Through the Analysis of Wikipedia Links"
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Latest revision as of 07:30, 14 January 2021
Authors | Andrea Giovanni Nuzzolese Aldo Gangemi Valentina Presutti Paolo Ciancarini |
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Publication date | 2012 |
Links | Original |
Type Inference Through the Analysis of Wikipedia Links - scientific work related to Wikipedia quality published in 2012, written by Andrea Giovanni Nuzzolese, Aldo Gangemi, Valentina Presutti and Paolo Ciancarini.
Overview
DBpedia contains millions of untyped entities, either if authors consider the native DBpedia ontology, or Yago plus WordNet. Is it possible to automatically classify those entities? Based on previous work on wikilink invariances, authors wondered if wikilinks convey a knowledge rich enough for their classication. In this paper authors give three contributions. Concerning the DBpedia link structure, authors describe some measurements and notice both problems (e.g. the bias that could be induced by the incomplete ontological coverage of the DBpedia ontology), and potentials existing in current type coverage. Concerning classication, authors present two techniques that exploit wikilinks, one based on induction from machine learning techniques, and the other on abduction. Finally, authors discuss the limited results of classication, which conrmed fears expressed in the description of general gures from the measurement. Authors also suggest some new possible directions to entity classication that could be taken.
Embed
Wikipedia Quality
Nuzzolese, Andrea Giovanni; Gangemi, Aldo; Presutti, Valentina; Ciancarini, Paolo. (2012). "[[Type Inference Through the Analysis of Wikipedia Links]]".
English Wikipedia
{{cite journal |last1=Nuzzolese |first1=Andrea Giovanni |last2=Gangemi |first2=Aldo |last3=Presutti |first3=Valentina |last4=Ciancarini |first4=Paolo |title=Type Inference Through the Analysis of Wikipedia Links |date=2012 |url=https://wikipediaquality.com/wiki/Type_Inference_Through_the_Analysis_of_Wikipedia_Links}}
HTML
Nuzzolese, Andrea Giovanni; Gangemi, Aldo; Presutti, Valentina; Ciancarini, Paolo. (2012). "<a href="https://wikipediaquality.com/wiki/Type_Inference_Through_the_Analysis_of_Wikipedia_Links">Type Inference Through the Analysis of Wikipedia Links</a>".