DRETa: Extracting RDF From Wikitables

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ISWC 2013 Poster & Demo
by Emir Muñoz, Aidan Hogan, Alessandra Mileo
http://emunoz.org/wikitables/

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DRETa: Extracting RDF From Wikitables

  1. 1. DRETA: EXTRACTING RDF FROM WIKITABLES Emir Muñoz, Aidan Hogan, Alessandra Mileo National University of Ireland, Galway WIKITABLE SURVEY MOTIVATION TABLE TAXONOMY: DISTRIBUTIONS: QUERY: SELECT ?player WHERE { ?player dbp:currentclub dbr:Manchester_United_F.C . } player http://dbpedia.org/resource/David_de_Gea http://dbpedia.org/resource/Rafael_Pereira_da_Silva_(footballer_born_1990) RESULTS http://dbpedia.org/resource/Patrice_Evra …. http://dbpedia.org/resource/Fabio_Pereira_da_Silva http://dbpedia.org/resource/Tom_Cleverley http://dbpedia.org/resource/Darren_Fletcher … INCOMPLETE RESULTS! (1) EXTRACTED 34.9 MILLION UNIQUE & NOVEL TRIPLES FROM 1.14 MILLION WIKITABLES (8 MACHINES: 4GB RAM, 2.2 GHZ SINGLE CORE; 12 DAYS) (2) INITIAL EVALUATION: PROPOSAL (MANUAL ANNOTATION; THREE JUDGES; 750 TRIPLES EACH) http://dbpedia.org/resource/Manchester_United_F.C. dbp:currentclub http://dbpedia.org/resource/David_de_Gea dbp:position http://dbpedia.org/resource/Spain http://dbpedia.org/resource/Goalkeeper_(association_football) (3) MACHINE LEARNING CLASSIFIERS: (CONSENSUS GOLD STANDARD; VARIETY OF FEATURES) … http://dbpedia.org/resource/Wayne_Rooney dbo:birthPlace dbp:position http://dbpedia.org/resource/England http://dbpedia.org/resource/Forward_(association_football) … http://dbpedia.org/resource/Fabio_Pereira_da_Silva dbp:position http://dbpedia.org/resource/Brazil SUGGESTED TRIPLES: http://dbpedia.org/resource/Defender_(association_football) (1) dbr:David_de_Gea dbo:birthPlace dbr:Spain . (2) dbr:Fabio_Pereira_de_Silva dbo:birthPlace dbr:Brazil . (3) dbr:Fabio_Pereira_de_Silva dbp:currentclub dbr:Manchester_United_F.C . FROM 1.14 MILLION WIKITABLES: BAGGING DECISION TREES: SUPPORT VECTOR MACHINES: 1.14 MILLION WIKITABLES: 7.9 MILLION TRIPLES @81.5% PREC. 15.3 MILLION TRIPLES @72.4% PREC. DEMO … http://emunoz.org/wikitables Enabling Networked Knowledge ACKNOWLEDGEMENTS: This work was funded in part by Science Foundation Ireland under Grant No. SFI/08/CE/I1380 (Lion-2).

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