User involvement in ontology matching using an online active learning approach

We propose a semi-automatic ontology matching system using a hybrid active learning and online learning approach. Following the former paradigm, those mappings whose validation is estimated to lead to greater quality gain are selected for user validation, a process that occurs in each iteration, following the online learning paradigm. Experimental results demonstrate the effectiveness of our approach.

[1]  Heiko Paulheim,et al.  Towards an automatic parameterization of ontology matching tools based on example mappings , 2011, OM.

[2]  Cosmin Stroe,et al.  Using AgreementMaker to align ontologies for OAEI 2010 , 2010, OM.

[3]  John Halloran Classification: Naive Bayes vs Logistic Regression , 2009 .

[4]  Ryutaro Ichise,et al.  MAPSOM: User Involvement in Ontology Matching , 2013, JIST.

[5]  Achille Fokoue,et al.  One Size Does Not Fit All: Customizing Ontology Alignment Using User Feedback , 2010, International Semantic Web Conference.

[6]  Cosmin Stroe,et al.  Interactive User Feedback in Ontology Matching Using Signature Vectors , 2012, 2012 IEEE 28th International Conference on Data Engineering.

[7]  Feng Shi,et al.  Actively Learning Ontology Matching via User Interaction , 2009, SEMWEB.

[8]  Cosmin Stroe,et al.  Efficient Selection of Mappings and Automatic Quality-driven Combination of Matching Methods , 2009, OM.

[9]  Norman W. Paton,et al.  User Feedback as a First Class Citizen in Information Integration Systems , 2011, CIDR.

[10]  Emanuel Santos,et al.  The AgreementMakerLight Ontology Matching System , 2013, OTM Conferences.

[11]  Heiner Stuckenschmidt,et al.  Results of the Ontology Alignment Evaluation Initiative 2007 , 2006, OM.

[12]  Aynaz Taheri,et al.  Pay-As-You-Go Multi-user Feedback Model for Ontology Matching , 2014, EKAW.

[13]  Cosmin Stroe,et al.  AgreementMaker: Efficient Matching for Large Real-World Schemas and Ontologies , 2009, Proc. VLDB Endow..

[14]  Heiner Stuckenschmidt,et al.  Results of the Ontology Alignment Evaluation Initiative , 2007 .