@article{hoga-etal-2011-ent-cons-JWS,
	Abstract = {With respect to large-scale, static, Linked Data corpora, in this paper we discuss scalable and distributed methods for: (i) entity consolidation---identifying entities that signify the same referent, aka. smushing, entity resolution, object consolidation, etc.---using explicit \texttt{owl{:}sameAs} relations; (ii) extended entity consolidation based on a subset of OWL 2 RL/RDF rules---particularly over inverse-functional properties, functional-properties and (max-)cardinality restrictions with value one; (iii) deriving weighted concurrence measures between entities in the corpus based on shared inlinks/outlinks and attribute values using statistical analyses; (iv) disambiguating (initially) consolidated entities based on  inconsistency detection using OWL 2 RL/RDF rules. Our methods are based upon distributed sorts and scans of the corpus, where we purposefully avoid the requirement for indexing all data. Throughout, we offer evaluation over a diverse Linked Data corpus consisting of 1.118 billion quadruples derived from a domain-agnostic, open crawl of 3.985 million RDF/XML Web documents, demonstrating the feasibility of our methods at that scale, and giving insights into the quality of the results for real-world data.},
	Author = {Aidan Hogan and Antoine Zimmermann and J{\"u}rgen Umbrich and Axel Polleres and Stefan Decker},
	Journal = JWS,
	Month = jan,
	Pages = {76--110},
	Projects = {lion2},
	Publisher = {Elsevier},
	Title = {Scalable and distributed methods for entity matching, consolidation and disambiguation over linked data corpora},
	doi = {https://doi.org/10.1016/j.websem.2011.11.002},
	Type = JOURNAL,
	Volume = {10},
	Year = 2012
	}

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Our methods are based upon distributed sorts and scans of the corpus, where we purposefully avoid the requirement for indexing all data. Throughout, we offer evaluation over a diverse Linked Data corpus consisting of 1.118 billion quadruples derived from a domain-agnostic, open crawl of 3.985 million RDF/XML Web documents, demonstrating the feasibility of our methods at that scale, and giving insights into the quality of the results for real-world data.","author":[{"firstnames":["Aidan"],"propositions":[],"lastnames":["Hogan"],"suffixes":[]},{"firstnames":["Antoine"],"propositions":[],"lastnames":["Zimmermann"],"suffixes":[]},{"firstnames":["Jürgen"],"propositions":[],"lastnames":["Umbrich"],"suffixes":[]},{"firstnames":["Axel"],"propositions":[],"lastnames":["Polleres"],"suffixes":[]},{"firstnames":["Stefan"],"propositions":[],"lastnames":["Decker"],"suffixes":[]}],"journal":"Journal of Web Semantics (JWS)","month":"January","pages":"76–110","projects":"lion2","publisher":"Elsevier","title":"Scalable and distributed methods for entity matching, consolidation and disambiguation over linked data corpora","doi":"https://doi.org/10.1016/j.websem.2011.11.002","volume":"10","year":"2012","bibtex":"@article{hoga-etal-2011-ent-cons-JWS,\n\tAbstract = {With respect to large-scale, static, Linked Data corpora, in this paper we discuss scalable and distributed methods for: (i) entity consolidation---identifying entities that signify the same referent, aka. smushing, entity resolution, object consolidation, etc.---using explicit \\texttt{owl{:}sameAs} relations; (ii) extended entity consolidation based on a subset of OWL 2 RL/RDF rules---particularly over inverse-functional properties, functional-properties and (max-)cardinality restrictions with value one; (iii) deriving weighted concurrence measures between entities in the corpus based on shared inlinks/outlinks and attribute values using statistical analyses; (iv) disambiguating (initially) consolidated entities based on inconsistency detection using OWL 2 RL/RDF rules. Our methods are based upon distributed sorts and scans of the corpus, where we purposefully avoid the requirement for indexing all data. 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