Active learning of expressive linkage rules using genetic programming

Journal of Web Semantics

Volumn 23, Issue , 2013, Pages 2-15

  Isele, Robert ^a   Bizer, Christian ^a  

^a UNIVERSITY OF MANNHEIM   (Germany)

Author keywords

Active learning; ActiveGenLink; Duplicate detection; Entity matching; Genetic programming; Linkage rules

Indexed keywords

ACTIVE LEARNING; ACTIVEGENLINK; DUPLICATE DETECTION; ENTITY MATCHING; LINKAGE RULES;

ALGORITHMS;

GENETIC PROGRAMMING;

EID: 84889099421     PISSN: 15708268     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.websem.2013.06.001     Document Type: Article

References (38)

1. C. Bizer, T. Heath, and T. Berners-Lee Linked Data - the story so far International Journal on Semantic Web and Information Systems 5 3 2009 1 22
2. C. Bizer, A. Jentzsch, and R. Cyganiak State of the LOD cloud. Technical Report, Freie Universität Berlin 2011 http://lod-cloud.net/state/
3. J. Euzenat, A. Ferrara, W.R. van Hage, L. Hollink, C. Meilicke, A. Nikolov, D. Ritze, F. Scharffe, P. Shvaiko, H. Stuckenschmidt, O. vb Zamazal, C. Trojahn, Results of the ontology alignment evaluation initiative 2011. in: Proceedings of the Sixth International Workshop on Ontology Matching, pp. 85-113, 2011.
4. R. Isele, A. Jentzsch, C. Bizer, Silk Server - adding missing links while consuming Linked Data. in: Proceedings of the First International Workshop on Consuming Linked Data, COLD 2010, pp. 85-97, 2010.
5. A.-C. Ngonga Ngomo, S. Auer, LIMES - a time-efficient approach for large-scale link discovery on the web of data. in: Proceedings of the 22nd international joint conference on Artificial Intelligence, vol. 3, pp. 2312-2317, 2011.
6. R. Isele, and C. Bizer Learning expressive linkage rules using genetic programming Proceedings of the VLDB Endowment 5 11 2012 1638 1649
7. R. Isele, A. Jentzsch, C. Bizer, Active learning of expressive linkage rules for the web of data. in: Proceedings of the 12th International Conference on Web Engineering, ICWE, pp. 411-418, 2012.
8. I.P. Fellegi, and A.B. Sunter A theory for record linkage Journal of the American Statistical Association 64 328 1969
9. P. Christen Data Matching: Concepts and Techniques for Record Linkage, Entity Resolution, and Duplicate Detection 2012 Springer
10. D. Brickley, L. Miller, FOAF vocabulary specification, 2005. http://xmlns.com/foaf/0.1/.
11. A. Arasu, M. Götz, R. Kaushik, On active learning of record matching packages. in: Proceedings of the 16th ACM SIGMOD International Conference on Management of Data, 2010, pp. 783-794.
12. B. Settles Active learning literature survey. Computer Sciences Technical Report, University of Wisconsin-Madison 2009
13. H.S. Seung, M. Opper, H. Sompolinsky, Query by committee. in: Proceedings of the Fifth Annual Workshop on Computational Learning Theory, New York, NY, USA, 1992, pp. 287-294.
14. M. Carvalho, A. Laender, M. Gonçalves, A. da Silva, Replica identification using genetic programming. in: Proceedings of the ACM Symposium on Applied Computing, pp. 1801-1806, 2008.
15. B. Matthews Comparison of the predicted and observed secondary structure of t4 phage lysozyme Biochimica et Biophysica Acta (BBA) - Protein Structure 405 2 1975 442 451
16. J. Koza, M. Keane, M. Streeter, W. Mydlowec, J. Yu, and G. Lanza Genetic Programming IV: Routine Human-Competitive Machine Intelligence 2005 Springer
17. K.D. Jong, An analysis of the behavior of a class of genetic adaptive systems, Ph.D. Thesis, University of Michigan, 1975.
18. T. Jones, Crossover, macromutation, and population-based search. in: Proceedings of the Sixth International Conference on Genetic Algorithms, pp. 73-80, 1995.
19. I. Dagan, S. Engelson, Committee-based sampling for training probabilistic classifiers. in: Proceedings of the International Conference on Machine Learning, 1995.
20. R. Isele, A. Jentzsch, C. Bizer, Efficient multidimensional blocking for link discovery without losing recall. in: Proceedings of the 14th International Workshop on the Web and Databases, 2011.
21. W. Hu, J. Chen, G. Cheng, Y. Qu, ObjectCoref & Falcon-AO: Results for OAEI 2010, in: Proceedings of the Fifth International Workshop on Ontology Matching, pp. 158-165, 2010.
22. Z. Wang, X. Zhang, L. Hou, Y. Zhao, J. Li, Y. Qi, J. Tang, RiMOM results for OAEI 2010. in: Proceedings of the Fifth International Workshop on Ontology Matching, OM 2010, pp. 194-201, 2010.
23. S. Tejada, C. Knoblock, and S. Minton Learning object identification rules for information integration Information Systems 26 8 2001 607 633
24. W. Hu, J. Chen, Y. Qu, A self-training approach for resolving object coreference on the semantic web. in: Proceedings of the 20th International Conference on World Wide Web, pp. 87-96, 2011.
25. I. Cruz, C. Stroe, F. Caimi, A. Fabiani, C. Pesquita, F. Couto, M. Palmonari, Using AgreementMaker to align ontologies for OAEI 2011. in: Proceedings of the Sixth International Workshop on Ontology Matching, pp. 114-121, 2011.
26. S. Araujo, A. de Vries, D. Schwabe, SERIMI results for OAEI 2011. in: Proceedings of the Sixth International Workshop on Ontology Matching, 2011, pp. 212-219.
27. X. Niu, S. Rong, Y. Zhang, H. Wang, Zhishi.links results for OAEI 2011. in: Proceedings of the Sixth International Workshop on Ontology Matching, pp. 220-227, 2011.
28. C. Cortes, and V. Vapnik Support-vector networks Machine Learning 20 1995 273 297
29. M. Bilenko, R. Mooney, Adaptive duplicate detection using learnable string similarity measures. in: Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2003, pp. 39-48.
30. S. Tejada, C.A. Knoblock, S. Minton, Learning domain-independent string transformation weights for high accuracy object identification. in: Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 350-359, 2002.
31. M. Elfeky, V. Verykios, and A. Elmagarmid TAILOR: A record linkage toolbox Proceedings of the 18th International Conference on Data Engineering 2002 IEEE 17 28
32. M.G. de Carvalho, M.A. Gonçalves, A.H.F. Laender, A.S. da Silva, Learning to deduplicate. in: Proceedings of the Sixth ACM/IEEE-CS Joint Conference on Digital Libraries, pp. 41-50, 2006.
33. M.G. de Carvalho, A.H. Laender, M.A. Goncalves, and A.S. da Silva A genetic programming approach to record deduplication IEEE Transactions on Knowledge and Data Engineering 24 3 2012 399 412
34. R. Isele, C. Bizer, Learning linkage rules using genetic programming. in: Proceedings of the Sixth International Workshop on Ontology Matching, pp. 13-24, 2011.
35. A.-C. Ngonga Ngomo, J. Lehmann, S. Auer, K. Höffner, Raven - active learning of link specifications. in: Proceedings of the Sixth International Workshop on Ontology Matching, pp. 25-37, 2011.
36. J. de Freitas, G. Pappa, A. da Silva, M. Gonçalves, E. Moura, A. Veloso, A. Laender, M. de Carvalho, Active learning genetic programming for record deduplication. in: IEEE Congress on Evolutionary Computation, pp. 1-8, 2010.
37. J. Euzenat, and P. Shvaiko Ontology Matching 2007 Springer
38. A.-C. Ngonga Ngomo, K. Lyko, EAGLE: Efficient active learning of link specifications using genetic programming. in: Proceedings of the Ninth Extended Semantic Web Conference, ESWC, pp. 149-163, 2012.