Evaluating entity resolution results

Proceedings of the VLDB Endowment

Volumn 3, Issue 1, 2010, Pages 208-219

  Menestrina, David ^a   Whang, Steven Euijong ^a   Garciamolina, Hector ^a  

^a Stanford University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

FUNCTION EVALUATION;

BASIC OPERATION; DISTANCE MEASURE; EDIT DISTANCE; ENTITY RESOLUTIONS; LINEAR-TIME ALGORITHMS; REAL-WORLD ENTITIES; STATE OF THE ART; VARIATION OF INFORMATIONS;

COST FUNCTIONS;

EID: 79960270026     PISSN: None     EISSN: 21508097     Source Type: Conference Proceeding    
DOI: 10.14778/1920841.1920871     Document Type: Article

References (25)

1. W. Winkler, "Overview of record linkage and current research directions," Statistical Research Division, U.S. Bureau of the Census, Washington, DC, Tech. Rep., 2006.
2. A. H. F. Laender, M. A. Gonçcalves, R. G. Cota, A. A. Ferreira, R. L. T. Santos, and A. J. C. Silva, "Keeping a digital library clean: new solutions to old problems," in ACM Symposium on Document Engineering, 2008, pp. 257-262.
3. C. D. Manning, P. Raghavan, and H. Schütze, Introduction to Information Retrieval. Cambridge University Press, July 2008.
4. R. A. Wagner, "On the complexity of the extended string-to-string correction problem," in STOC, 1975, pp. 218-223.
5. M. Meila, "Comparing clusterings by the variation of information," in COLT, 2003, pp. 173-187.
6. A. K. McCallum, K. Nigam, and L. Ungar, "Efficient clustering of high-dimensional data sets with application to reference matching," in Proc. of KDD, Boston, MA, 2000, pp. 169-178.
7. J. Huang, S. Ertekin, and C. L. Giles, "Efficient name disambiguation for large-scale databases," in PKDD, 2006, pp. 536-544.
8. R. G. Cota, M. A. Gonçcalves, and A. H. F. Laender, "A heuristic-based hierarchical clustering method for author name disambiguation in digital libraries," in SBBD, 2007, pp. 20-34.
9. O. Benjelloun, H. Garcia-Molina, D. Menestrina, S. E. Whang, Q. Su, and J. Widom, "Swoosh: a generic approach to entity resolution," VLDB J., 2008.
10. M. Meila, "Comparing clusterings: an axiomatic view," in ICML, 2005, pp. 577-584.
11. R. Al-Kamha and D. W. Embley, "Grouping search-engine returned citations for person-name queries," in WIDM, 2004, pp. 96-103.
12. D. Menestrina, S. E. Whang, and H. Garcia-Molina, "Evaluating Entity Resolution Results (Extended version)," Stanford University, Tech. Rep., available at http://ilpubs.stanford.edu/930/.
13. M. Hosszú, "On the functional equation f(x+y,z) + f(x,y) = f(x,y+z) + f(y,z)," Periodica Mathematica Hungarica, vol. 1, no. 3, pp. 213-216, 09 1971.
14. H. B. Newcombe and J. M. Kennedy, "Record linkage: making maximum use of the discriminating power of identifying information," Commun. ACM, vol. 5, no. 11, pp. 563-566, 1962.
15. S. E. Whang, D. Menestrina, G. Koutrika, M. Theobald, and H. Garcia-Molina, "Entity resolution with iterative blocking," in SIGMOD Conference, 2009, pp. 219-232.
16. A. E. Monge and C. Elkan, "An efficient domain-independent algorithm for detecting approximately duplicate database records," in DMKD, 1997, pp. 23-29.
17. S. Chaudhuri, V. Ganti, and R. Motwani, "Robust identification of fuzzy duplicates," in Proc. of ICDE, Tokyo, Japan, 2005.
18. L. Jin, C. Li, and S. Mehrotra, "Efficient record linkage in large data sets," in DASFAA, 2003, pp. 137-.
19. M. A. Hernández and S. J. Stolfo, "The merge/purge problem for large databases," in Proc. of ACM SIGMOD, 1995, pp. 127-138.
20. R. Ananthakrishna, S. Chaudhuri, and V. Ganti, "Eliminating fuzzy duplicates in data warehouses." in Proc. of VLDB, 2002, pp. 586-597.
21. M. Elfeky, V. Verykios, and A. Elmagarmid, "TAILOR: A record linkage toolbox," in ICDE, 2002.
22. R. Baxter, P. Christen, and T. Churches, "A comparison of fast blocking methods for record linkage," in Proc. of ACM SIGKDD'03 Workshop on Data Cleaning, Record Linkage, and Object Consolidation, 2003.
23. O. Hassanzadeh, F. Chiang, R. J. Miller, and H. C. Lee, "Framework for evaluating clustering algorithms in duplicate detection," PVLDB, vol. 2, no. 1, pp. 1282-1293, 2009.
24. M. Bilenko and R. Mooney, "Adaptive duplicate detection using learnable string similarity measures," in KDD, 2003.
25. X. Dong, A. Y. Halevy, and J. Madhavan, "Reference reconciliation in complex information spaces," in Proc. of ACM SIGMOD, 2005.