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Published in:
Introduction to Information Quality Read chapter Read first chapter

2016 | OriginalPaper | Chapter

8. Object Identification

Authors : Carlo Batini, Monica Scannapieco

Published in: Data and Information Quality

Publisher: Springer International Publishing

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Abstract

In this chapter we address object identification (IQ), the most important and the most extensively investigated information quality activity. Due to such an importance, we decided to dedicate two chapters of the book to object identification, this chapter focusing on consolidated techniques and the next one on recent advancements.

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previous chapter Activities for Information Quality
next chapter Recent Advances in Object Identification
Literature
23.
Ananthakrishna R, Chaudhuri C, Ganti V (2002) Eliminating Fuzzy duplicates in data warehouses. In: Proceedings of VLDB 2002, Hong Kong, pp 586–597
52.
Belin TR, Rubin DB (1995) A method for calibrating false matches rates in record linkage. Journal of American Statistical Association 90:694–707CrossRefMATH
64.
Bertolazzi P, Santis LD, Scannapieco M (2003) Automatic record matching in cooperative information systems. In: Proceedings of the ICDT’03 International Workshop on Data Quality in Cooperative Information Systems (DQCIS’03), Siena
77.
Bitton D, DeWitt D (1983) Duplicate record elimination in large data files. ACM Transactions on Databases Systems 8(2):255–262CrossRefMATH
96.
Buechi M, Borthwick A, Winkel A, Goldberg A (2003) ClueMaker: a language for approximate record matching. In: Proceedings of the 7th International Conference on Information Quality (ICIQ 2003), Boston, pp 207–223
144.
Codd EF (1970) A relational model of data for large shared data banks. Communications of the ACM 13(6):377–387CrossRefMATH
174.
Dempster A, Laird N, Rubin D (1977) Maximum likelihood from incomplete data via the EM algorithm. Journal of Royal Statistical Society 39:1–38MathSciNetMATH
180.
Dong X, Halevy AY, Madhavan J (2005) Reference reconciliation in complex information spaces. In: Proceedings of the SIGMOD 2005, pp 85–96
186.
Dunn HL (1946) Record linkage. American Journal of Public Health 36:1412–1416CrossRef
193.
Elfeky MG, Verykios VS, Elmagarmid AK (2002) Tailor: a record linkage toolbox. In: Proceedings of the 18th International Conference on Data Engineering, 2002. IEEE, New York, pp 17–28
229.
Fellegi IP, Sunter AB (1969) A theory for record linkage. Journal of the American Statistical Association 64
281.
Gu L, Baxter R, Vickers D, Rainsford C (2003) Record Linkage: Current Practice and Future Directions. Technical Report 03/83, CMIS 03/83
289.
308.
Hernández MA, Stolfo SJ (1995) The merge/purge problem for large databases. In: ACM SIGMOD Record. ACM, New York, vol 24, pp 127–138
309.
Hernandez MA, Stolfo SJ (1998) Real-world data is dirty: data cleansing and the merge/purge problem. Journal of Data Mining and Knowledge Discovery 1(2)
335.
Jaccard P (1901) Etude comparative de la distribution florale dans une portion des Alpes et du Jura. Impr. Corbaz
343.
Jaro MA (1985) Advances in record linkage methodologies as applied to matching the 1985 Cencus of Tampa, Florida. Journal of American Statistical Society 84(406):414–420CrossRef
388.
Larsen MD, Rubin DB (1989) An iterative automated record matching using mixture models. Journal of American Statistical Association 79:32–41MathSciNet
394.
Lehti P, Fankhauser P (2005) Probabilistic iterative duplicate detection. In: OTM Conferences (2), pp 1225–1242
416.
Low W, Lee M, Ling T (2001) A knowledge-based approach for duplicate elimination in data cleaning. Information Systems 26(8):586–606MATH
448.
Monge A, Elkan C (1997) An efficient domain independent algorithm for detecting approximate duplicate database records. In: Proceedings of the SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery (DMKD’97), Tucson
465.
Navarro G (2001) A guided tour of approximate string matching. ACM Computing Surveys 31:31–88CrossRef
470.
Newcombe HB, Kennedy JM, Axford SJ, James APF (1959) Automatic linkage of vital records. Science 130
472.
Nigam K, McCallum A, Thrun S, Mitchell T (2000) Text classification from labeled and unlabeled documents using EM. Machine Learning 39:103–134CrossRefMATH
545.
Sarawagi S, Bhamidipaty A (eds) (Edmonton, Alberta, Canada, 2002) Interactive Deduplication Using Active Learning
584.
Smith TF, Waterman MS (1981) Identification of common molecular subsequences. Molecular Biology 147:195–197CrossRef
593.
Stolfo SJ, Hernandez MA (1995) The merge/purge problem for large databases. In: Proceedings of the SIGMOD 1995, pp 127–138
603.
605.
Tejada S, Knoblock C, Minton S (2001) Learning object identification rules for information integration. Information Systems 26(8):607–633CrossRefMATH
626.
Verykios VS, Moustakides GV, Elfeky MG (2003) A Bayesian decision model for cost optimal record matching. The VLDB Journal 12:28–40CrossRef
660.
Weis M, Naumann F (2005) DogmatiX tracks down duplicates in XML. In: Proceedings of the SIGMOD 2005, pp 431–442
668.
Winkler W (1993) Improved decision rules in the Fellegi-Sunter model of record linkage. In: Proceedings of the Section on Survey Research Methods. American Statistical Association
669.
Winkler WE (1988) Using the EM algorithm for weight computation in the Fellegi and Sunter modelo of record linkage. In: Proceedings of the Section on Survey Research Methods. American Statistical Association
670.
Winkler WE (1995) Matching and record linkage. Business Survey Methods 1:355–384
671.
Winkler WE (2000) Machine learning, information retrieval and record linkage. In: Proceedings of the Section on Survey Research Methods. American Statistical Association
672.
Winkler WE (2001) Quality of Very Large Databases. Technical Report RR-2001/04, U.S. Bureau of the Census, Statistical Research Division
673.
Winkler WE (2004) Methods for evaluating and creating data quality. Information Systems 29(7):531–550CrossRef
Metadata
Title
Object Identification
Authors
Carlo Batini
Monica Scannapieco
Copyright Year
2016
Book
Data and Information Quality

Print ISBN: 978-3-319-24104-3

Electronic ISBN: 978-3-319-24106-7

Copyright Year: 2016

DOI
https://doi.org/10.1007/978-3-319-24106-7_8

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