Data Quality and Record Linkage Techniques
(Sprache: Englisch)
This book helps the practitioner improve data quality and conduct record linkage research studies.
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Produktinformationen zu „Data Quality and Record Linkage Techniques “
This book helps the practitioner improve data quality and conduct record linkage research studies.
Klappentext zu „Data Quality and Record Linkage Techniques “
This book offers a practical understanding of issues involved in improving data quality through editing, imputation, and record linkage. The first part of the book deals with methods and models, focusing on the Fellegi-Holt edit-imputation model, the Little-Rubin multiple-imputation scheme, and the Fellegi-Sunter record linkage model. The second part presents case studies in which these techniques are applied in a variety of areas, including mortgage guarantee insurance, medical, biomedical, highway safety, and social insurance as well as the construction of list frames and administrative lists. This book offers a mixture of practical advice, mathematical rigor, management insight and philosophy.
This book offers a practical advice on improving data quality through editing, imputation, and record linkage. The first part of the book deals with methods and models, while the second presents case studies in which these techniques are applied.
Inhaltsverzeichnis zu „Data Quality and Record Linkage Techniques “
- Introduction- What is data quality and why should we care?
- Examples of companies using data to their advantage/disadvantage
- Properties of data quality and metrics for measuring it
- Basic data quality tools
- Mathematical preliminaries for specialized data quality techniques
- Automatic editing and imputation of survey data-a unified approach to identifying and correcting data problems in sample surveys
- Record linkage-methodology
- Estimating the parameters of Fellegi-Sunter record linkage model
- Standardization and parsing
- Phonetic coding systems for names and/or addresses
- Blocking
- String comparator metrics for typographical error
- Record linkage case studies-duplicate FHA single-family mortgage records
- Record linkage case studies-medical, biomedical, and highway safety
- Constructing list frames and administrative lists
- Social security and related topics
- Confidentiality: maximizing public access to microdata while protecting respondent privacy
- Review of record-linkage software products
- Leadership/management
- Concluding thoughts on record linkage techniques.
Bibliographische Angaben
- Autoren: Thomas N. Herzog , Fritz J. Scheuren , William E. Winkler
- 2007, 234 Seiten, Maße: 23,3 x 15,7 cm, Kartoniert (TB), Englisch
- Verlag: Springer, New York
- ISBN-10: 0387695028
- ISBN-13: 9780387695020
Sprache:
Englisch
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