Data integration: a theoretical perspective
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Interactive deduplication using active learning
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
ACM SIGIR Forum
Duplicate Record Detection: A Survey
IEEE Transactions on Knowledge and Data Engineering
Ontology Matching
Ontology summarization based on rdf sentence graph
Proceedings of the 16th international conference on World Wide Web
Pay-as-you-go user feedback for dataspace systems
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Large scale integration of senses for the semantic web
Proceedings of the 18th international conference on World wide web
Query result clustering for object-level search
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Using Partial Reference Alignments to Align Ontologies
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
Hermes: Data Web search on a pay-as-you-go integration infrastructure
Web Semantics: Science, Services and Agents on the World Wide Web
Frameworks for entity matching: A comparison
Data & Knowledge Engineering
Actively Learning Ontology Matching via User Interaction
ISWC '09 Proceedings of the 8th International Semantic Web Conference
Ad-hoc object retrieval in the web of data
Proceedings of the 19th international conference on World wide web
Instance based clustering of semantic web resources
ESWC'08 Proceedings of the 5th European semantic web conference on The semantic web: research and applications
Conceptual clustering and its application to concept drift and novelty detection
ESWC'08 Proceedings of the 5th European semantic web conference on The semantic web: research and applications
Invited paper: Sig.ma: Live views on the Web of Data
Web Semantics: Science, Services and Agents on the World Wide Web
One size does not fit all: customizing ontology alignment using user feedback
ISWC'10 Proceedings of the 9th international semantic web conference on The semantic web - Volume Part I
Automatically generating data linkages using a domain-independent candidate selection approach
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
Searching and browsing Linked Data with SWSE: The Semantic Web Search Engine
Web Semantics: Science, Services and Agents on the World Wide Web
Bootstrapping ontology alignment methods with APFEL
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Web Semantics: Science, Services and Agents on the World Wide Web
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Linked Data consists of billions of RDF triples from hundreds of different sources on the Web. The effective construction and maintenance of links between these sources largely depend on data integration solutions that scale to the large volume and heterogeneity of the Linked Data Web. In this context, a promising direction is the pay-as-you-go paradigm that advocates the use of user feedback for an interactive and incremental approach to data integration---to obtain a solution that continuously improves as the underlying system evolves. In this paper, we study pay-as-you-go data integration in the context of entity search. Compared with asking users to contribute to the result quality without to directly benefit from their effort, we show that users "pay less" when entity consolidation is inherently embedded in entity search. In this setting, users interact with the system for solving their tasks, and as a side-effect, contribute to the quality of the consolidation results. We propose an iterative clustering procedure to implement this concept of pay-less entity consolidation. We demonstrate its promising advantages over traditional solutions grounded on an extensive evaluation.