Detection of Contextual Identity Links in a Knowledge Base

Most of the Linked Data applications currently rely on the use of owl: sameAs for linking ontology instances. However, several studies have noticed multiple misuses of this identity link. These misuses, which are mainly caused by the lack of other well-defined linking alternatives, can lead to erroneous statements or inconsistencies. We propose in this paper a new contextual identity link: identiConTo that could serve as a replacement for owl: sameAs in linking identical instances in a specified context. To detect these contextual links, we have defined an algorithm named DECIDE that has been tested on scientific knowledge bases describing transformation processes.

[1]  I. Hacking The Identity of Indiscernibles , 1975 .

[2]  Jeremy J. Carroll,et al.  Named graphs, provenance and trust , 2005, WWW '05.

[3]  Egon L. Willighagen,et al.  Scientific Lenses to Support Multiple Views over Linked Chemistry Data , 2014, SEMWEB.

[4]  Yuzhong Qu,et al.  A self-training approach for resolving object coreference on the semantic web , 2011, WWW.

[5]  Juliette Dibie,et al.  PO2 - A Process and Observation Ontology in Food Science. Application to Dairy Gels , 2016, MTSR.

[6]  L. Stein,et al.  OWL Web Ontology Language - Reference , 2004 .

[7]  Fatiha Saïs,et al.  Ontology-aware prediction from rules: A reconciliation-based approach , 2014, Knowl. Based Syst..

[8]  Amedeo Napoli,et al.  Relational concept analysis: mining concept lattices from multi-relational data , 2013, Annals of Mathematics and Artificial Intelligence.

[9]  Patrick J. Hayes,et al.  When owl: sameAs isn't the Same Redux: Towards a Theory of Identity, Context, and Inference on the Semantic Web , 2015, CONTEXT.

[10]  Deborah L. McGuinness,et al.  When owl: sameAs Isn't the Same: An Analysis of Identity in Linked Data , 2010, SEMWEB.

[11]  Manuel Atencia,et al.  Inferring Same-As Facts from Linked Data: An Iterative Import-by-Query Approach , 2015, AAAI.

[12]  Carole A. Goble,et al.  Quality, trust, and utility of scientific data on the web: towards a joint model , 2011, WebSci '11.

[13]  Jens Lehmann,et al.  Assessing Linked Data Mappings Using Network Measures , 2012, ESWC.

[14]  Frank van Harmelen,et al.  A Contextualised Semantics for owl: sameAs , 2016, ESWC.

[15]  Deborah L. McGuinness,et al.  SameAs Networks and Beyond: Analyzing Deployment Status and Implications of owl: sameAs in Linked Data , 2010, International Semantic Web Conference.

[16]  Deborah L. McGuinness,et al.  owl:sameAs and Linked Data: An Empirical Study , 2010 .

[17]  Enrico Motta,et al.  Unsupervised Learning of Link Discovery Configuration , 2012, ESWC.

[18]  Martin Gaedke,et al.  Discovering and Maintaining Links on the Web of Data , 2009, SEMWEB.

[19]  Jakub Simko,et al.  Data linking for the Semantic Web , 2015 .

[20]  Nathalie Pernelle,et al.  Logical Detection of Invalid SameAs Statements in RDF Data , 2014, EKAW.

[21]  François Scharffe,et al.  Data Linking for the Semantic Web , 2011, Int. J. Semantic Web Inf. Syst..

[22]  A. Ayer The Identity of Indiscernibles , 1954 .

[23]  Nathalie Pernelle,et al.  Combining a Logical and a Numerical Method for Data Reconciliation , 2009, J. Data Semant..

[24]  Gerard de Melo Not Quite the Same: Identity Constraints for the Web of Linked Data , 2013, AAAI.

[25]  Hugh Glaser,et al.  URI Disambiguation in the Context of Linked Data , 2008, LDOW.

[26]  Sébastien Ferré,et al.  Graph-FCA in Practice , 2016, ICCS.