Matching unstructured product offers to structured product specifications

Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Volumn , Issue , 2011, Pages 404-412

  Kannan, Anitha ^a   Givoni, Inmar E ^b   Agrawal, Rakesh ^a   Fuxman, Ariel ^a  

^a MICROSOFT RESEARCH   (United States)

^b UNIVERSITY OF TORONTO   (Canada)

Author keywords

Commerce search; Matching; Structured data; Unstructured data

Indexed keywords

ELECTRONIC COMMERCE; SPECIFICATIONS;

COMMERCE SEARCH; DATA DRIVEN; E- COMMERCES; LEARN+; MATCHINGS; PRODUCT DESCRIPTIONS; PRODUCT SPECIFICATIONS; STRUCTURED DATA; STRUCTURED PRODUCT; UNSTRUCTURED DATA;

SEARCH ENGINES;

EID: 80052681284     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2020408.2020474     Document Type: Conference Paper

References (27)

1. Comscore reports record-breaking 43.4 billion in Q4 2010 U.S. retail e-commerce spending, up 11 percent vs. year ago. http://www.comscore.com/Press- Events/Press-Releases/2011/2/comScore-Reports-Record-Breaking-43.4- Billion-in-Q4-2010-U.S.-Retail-E-Commerce-Spending, Accessed Feb 15 2011.
2. R. Agrawal, R. Bayardo, C. Faloutsos, J. Kiernan, R. Rantzau, and R. Srikant. Auditing compliance with a hippocratic database. In VLDB, pages 516-527, 2004.
3. O. Benjelloun, H. Garcia-Molina, D. Menestrina, Q. Su, S. E. Whang, and J. Widom. Swoosh: a generic approach to entity resolution. The VLDB Journal, 18(1):255-276, 2009.
4. M. Bilenko, S. Basu, and M. Sahami. Adaptive product normalization: Using online learning for record linkage in comparison shopping. In ICDM, pages 58-65, 2005. (Pubitemid 47385677)
5. M. Bilenko, R. Mooney, W. Cohen, P. Ravikumar, and S. Fienberg. Adaptive name matching in information integration. IEEE Intelligent Systems, 18(5):16-23, 2003.
6. M. Bilenko and R. J. Mooney. Adaptive duplicate detection using learnable string similarity measures. In KDD, pages 39-48, 2003.
7. V. Chakaravarthy, H. Gupta, P. Roy, and M. Mohania. Efficiently linking text documents with relevant structured information. In VLDB, pages 667-678, 2006.
8. M. Cochinwala, V. Kurien, G. Lalk, and D. Shasha. Efficient data reconciliation. Information Sciences, 137(1-4):1-15, 2001. (Pubitemid 32654934)
9. W. Cohen. Integration of heterogeneous databases without common domains using queries based on textual similarity. In SIGMOD, pages 202-212, 1998.
10. N. Dalvi, R. Kumar, B. Pang, and A. Tomkins. Matching reviews to objects using a language model. In EMNLP, pages 609-618, 2009.
11. N. S. D. DuBois. A solution to the problem of linking multivariate documents. Journal of the American Statistical Association, 64(325):163-174, 1969.
12. A. K. Elmagarmid, P. G. Ipeirotis, and V. S. Verykios. Duplicate record detection: A survey. IEEE Trans. on Knowl. and Data Eng., 19(1):1-16, 2007. (Pubitemid 44955773)
13. I. P. Fellegi and A. B. Sunter. A theory for record linkage. Journal of the American Statistical Association, 64(328):1183-1210, 1969.
14. G. Fulgoni. State of the U.S. Retail Economy in Q2 2009. Technical report, Comscore, August 20 2009.
15. M. A. Herńandez and S. J. Stolfo. The merge/purge problem for large databases. In SIGMOD, pages 127-138, 1995.
16. A. Mccallum, K. Nigam, and H. L. Ungar. Efficient clustering of high-dimensional data sets with application to reference matching. In In Knowledge Discovery and Data Mining, pages 169-178, 2000.
17. M. Michelson and C. Knoblock. Creating relational data from unstructured and ungrammatical data sources. Journal of Artificial Intelligence Research, 31:543-590, 2008. (Pubitemid 351761996)
18. T. Mitchell. Machine Learning. McGraw Hill Higher Education, 1997.
19. R. Mitkov. Anaphora Resolution. Longman, 2002.
20. A. Monge and C. Elkan. The field-matching problem: algorithm and application. In KDD, 1996.
21. H. B. Newcombe, M. J. Kennedy, S. J. Axford, and A. P. James. Automatic linkage of vital records. Science, 130:954-959, October 1959.
22. K. Q. Pu and X. Yu. Keyword query cleaning. In PVLDB, pages 909-920, 2008.
23. P. Ravikumar and W. W. Cohen. A hierarchical graphical model for record linkage. In UAI, 2004.
24. S. Sarawagi and A. Bhamidipaty. Interactive deduplication using active learning. In KDD, pages 269-278, 2002.
25. N. Sarkas, S. Paparizos, and P. Tsaparas. Structured annotations of web queries. In SIGMOD, pages 771-782, 2010.
26. S. Singh, K. Schultz, and A. McCallum. Bi-directional joint inference for entity resolution and segmentation using imperatively-defined factor graphs. In ECML-PKDD, pages 414-429, 2009.
27. W. E. Winkler. Overview of record linkage and current research directions. Technical report, Bureau of the Census, 2006.