Entity resolution: Theory, practice & open challenges

Proceedings of the VLDB Endowment

Volumn 5, Issue 12, 2012, Pages 2018-2019

  Getoor, Lise ^a   Machanavajjhala, Ashwin ^b  

^a UNIVERSITY OF MARYLAND   (United States)

^b DUKE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

LEARNING ALGORITHMS; LEARNING SYSTEMS;

ENTITY RESOLUTIONS; NATURAL LANGUAGE PROCESSING; RESEARCH PROBLEMS;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84873162472     PISSN: None     EISSN: 21508097     Source Type: Conference Proceeding    
DOI: 10.14778/2367502.2367564     Document Type: Article

References (31)

1. A. Arasu, M. Goetz, and R.Kaushik. On active learning of record matching packages. In SIGMOD, 2010.
2. O. Benjelloun, H. Garcia-Molina, D. Menestrina, Q. Su, S. E. Whang, and J. Widom. Swoosh: a generic approach to entity resolution. VLDB Journal, 18(1), 2009.
3. I. Bhattacharya and L. Getoor. A latent dirichlet model for unsupervised entity resolution. In SDM, 2006.
4. I. Bhattacharya and L. Getoor. Collective entity resolution in relational data. ACM Transactions on Knowledge Discovery in Data, 1(1), 2007.
5. M. Bilenko, B. Kamath, and R. J. Mooney. Adaptive blocking: Learning to scale up record linkage and clustering. In ICDM, 2006.
6. S. Chaudhuri, K. Ganjam, V. Ganti, and R. Motwani. Robust and efficient fuzzy match for online data cleaning. In SIGMOD, 2003.
7. S. Chaudhuri, V. Ganti, and R. Motwani. Robust identification of fuzzy duplicates. In ICDE, 2005.
8. P. Christen. Data Matching. Springer, 2012.
9. W. Cohen and P. Ravikumar. A hierarchical graphical model for record linkage. In Proc. of UAI, 2004.
10. W. Cohen, P. Ravikumar, and S. E. Fienberg. A comparison of string distance metrics for name-matching tasks. In Proc. of IJCAI, 2003.
11. X. Dong, A. Halevy, and J. Madhavan. Reference reconciliation in complex information spaces. In SIGMOD, 2005.
12. I. P. Fellegi and A. B. Sunter. A theory for record linkage. Journal of the American Statistical Society, 64(2283), 1969.
13. L. Gravano, P. Ipeirotis, N. Koudas, and D. Srivastava. Text joins for data cleansing and integration in an rdbms. In ICDE, 2003.
14. M. A. Hernandez and S. J. Stolfo. The merge/purge problem for large databases. In SIGMOD, 1995.
15. D. V. Kalashnikov, S. Mehrotra, and Z. Chen. Exploiting relationships for domain-independent data cleaning. In SDM, 2005.
16. H. K̈opcke, A. Thor, and E. Rahm. Evaluation of entity resolution approaches on real-world match problems. PVLDB, 3(1):484-493, 2010.
17. N. Koudas, S. Sarawagi, and D. Srivastava. Record linkage: Similarity measures and algorithms. Tutorial at SIGMOD, 2006.
18. A. McCallum, K. Nigam, and L. H. Ungar. Efficient clustering of high-dimensional data sets with application to reference matching. In KDD, 2000.
19. A. McCallum and B. Wellner. Conditional models of identity uncertainty with application to noun coreference. In NIPS, 2004.
20. D. Menestrina, S. E. Whang, and H. Garcia-Molina. Evaluating entity resolution results. In PVLDB, 2010.
21. M. Michelson and C. A. Knoblock. Learning blocking schemes for record linkage. In AAAI, 2006.
22. A. E. Monge and C. P. Elkan. An efficient domain-independent algorithm for detecting approximately duplicate database records. In SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery, 1997.
23. H. Pasula, B. Marthi, B. Milch, S. Russell, and I. Shpitser. Identity uncertainty and citation matching. In NIPS, 2003.
24. V. Rastogi, N. Dalvi, and M. Garofalakis. Large-scale collective entity matching. In PVLDB, 2012.
25. E. S. Ristad and P. N. Yianilos. Learning string edit distance. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998.
26. S. Sarawagi and A. Bhamidipaty. Interactive deduplication using active learning. In SIGKDD, 2002.
27. W. Shen, X. Li, and A. Doan. Constraint-based entity matching. In AAAI, 2005.
28. P. Singla and P. Domingos. Multi-relational record linkage. In KDD, 2004.
29. P. Singla and P. Domingos. Entity resolution with markov logic. In ICDM, 2006.
30. S. E. Whang, D. Menestrina, G. Koutrika, M. Theobald, and H. Garcia-Molina. Entity resolution with iterative blocking. In SIGMOD, 2009.
31. W. E. Winkler. Methods for record linkage and bayesian networks. Technical report, Statistical Research Division, U.S. Census Bureau, 2002.