Efficient entity resolution methods for heterogeneous information spaces

Proceedings - International Conference on Data Engineering

Volumn , Issue , 2011, Pages 304-307

  Papadakis, George ^a   Nejdl, Wolfgang ^a  

^a L3S RESEARCH CENTER   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

BLOCK PROCESSING; BLOCKING METHOD; BLOCKING TECHNIQUE; EXPERIMENTAL STUDIES; HETEROGENEOUS INFORMATION; HIGH FLEXIBILITY; INTELLIGENT TECHNIQUES; REAL WORLD DATA; REAL-WORLD ENTITIES; RESOLUTION METHODS; SCALE-UP; SEMI STRUCTURED DATA;

USER INTERFACES; VIRTUAL REALITY; WORLD WIDE WEB;

TECHNICAL PRESENTATIONS;

EID: 79958070483     PISSN: 10844627     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDEW.2011.5767671     Document Type: Conference Paper

References (22)

1. J. Madhavan, S. Cohen, X. L. Dong, A. Y. Halevy, S. R. Jeffery, D. Ko, and C. Yu, "Web-scale data integration: You can afford to pay as you go," in CIDR, 2007, pp. 342-350.
2. W. W. Cohen, P. D. Ravikumar, and S. E. Fienberg, "A comparison of string distance metrics for name-matching tasks," in IIWeb, 2003.
3. L. Getoor and C. P. Diehl, "Link mining: a survey," SIGKDD Explorations, 2005.
4. O. Benjelloun, H. Garcia-Molina, D. Menestrina, Q. Su, S. E. Whang, and J. Widom, "Swoosh: a generic approach to entity resolution," VLDB J., vol. 18, no. 1, pp. 255-276, 2009.
5. H. sik Kim and D. Lee, "Harra: fast iterative hashed record linkage for large-scale data collections," in EDBT, 2010, pp. 525-536.
6. A. K. Elmagarmid, P. G. Ipeirotis, and V. S. Verykios, "Duplicate record detection: A survey," IEEE Trans. Knowl. Data Eng., 2007.
7. T. de Vries, H. Ke, S. Chawla, and P. Christen, "Robust record linkage blocking using suffix arrays," in CIKM, 2009, pp. 305-314.
8. 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.
9. M. Michelson and C. A. Knoblock, "Learning blocking schemes for record linkage," in AAAI, 2006.
10. B.-W. On, N. Koudas, D. Lee, and D. Srivastava, "Group linkage," in ICDE, 2007.
11. S. Tejada, C. A. Knoblock, and S. Minton, "Learning domainindependent string transformation weights for high accuracy object identification," in KDD, 2002.
12. X. Dong, A. Halevy, and J. Madhavan, "Reference reconciliation in complex information spaces," in SIGMOD, 2005.
13. D. V. Kalashnikov and S. Mehrotra, "Domain-independent data cleaning via analysis of entity-relationship graph," TODS, 2006.
14. A. Doan and A. Y. Halevy, "Semantic integration research in the database community: A brief survey," AI Magazine, 2005.
15. N. Koudas, S. Sarawagi, and D. Srivastava, "Record linkage: similarity measures and algorithms," in SIGMOD, 2006.
16. M. A. Hernández and S. J. Stolfo, "The merge/purge problem for large databases," in SIGMOD Conference, 1995, pp. 127-138.
17. C. Li, L. Jin, and S. Mehrotra, "Supporting efficient record linkage for large data sets using mapping techniques," World Wide Web, vol. 9, no. 4, pp. 557-584, 2006.
18. L. Gravano, P. G. Ipeirotis, H. V. Jagadish, N. Koudas, S. Muthukrishnan, and D. Srivastava, "Approximate string joins in a database (almost) for free," in VLDB, 2001, pp. 491-500.
19. A. McCallum, K. Nigam, and L. H. Ungar, "Efficient clustering of high-dimensional data sets with application to reference matching," in KDD, 2000, pp. 169-178.
20. M. Bilenko, B. Kamath, and R. J. Mooney, "Adaptive blocking: Learning to scale up record linkage," in ICDM, 2006, pp. 87-96.
21. G. Papadakis, E. Ioannou, C. Niederée, and P. Fankhauser, "Efficient entity resolution for large heterogeneous information spaces," in WSDM, 2011.
22. G. Papadakis, G. Demartini, P. Krger, and P. Fankhauser, "The missing links: Discovering hidden same-as links among a billion of triples," in iiWAS, 2010.