Cargando…

Statistical disclosure control for microdata: methods and applications in R

This book on statistical disclosure control presents the theory, applications and software implementation of the traditional approach to (micro)data anonymization, including data perturbation methods, disclosure risk, data utility, information loss and methods for simulating synthetic data. Introduc...

Descripción completa

Detalles Bibliográficos
Autor principal: Templ, Matthias
Lenguaje:eng
Publicado: Springer 2017
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-50272-4
http://cds.cern.ch/record/2267283
_version_ 1780954582292103168
author Templ, Matthias
author_facet Templ, Matthias
author_sort Templ, Matthias
collection CERN
description This book on statistical disclosure control presents the theory, applications and software implementation of the traditional approach to (micro)data anonymization, including data perturbation methods, disclosure risk, data utility, information loss and methods for simulating synthetic data. Introducing readers to the R packages sdcMicro and simPop, the book also features numerous examples and exercises with solutions, as well as case studies with real-world data, accompanied by the underlying R code to allow readers to reproduce all results. The demand for and volume of data from surveys, registers or other sources containing sensible information on persons or enterprises have increased significantly over the last several years. At the same time, privacy protection principles and regulations have imposed restrictions on the access and use of individual data. Proper and secure microdata dissemination calls for the application of statistical disclosure control methods to the data before release. This book is intended for practitioners at statistical agencies and other national and international organizations that deal with confidential data. It will also be interesting for researchers working in statistical disclosure control and the health sciences.
id cern-2267283
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2017
publisher Springer
record_format invenio
spelling cern-22672832021-04-21T19:12:15Zdoi:10.1007/978-3-319-50272-4http://cds.cern.ch/record/2267283engTempl, MatthiasStatistical disclosure control for microdata: methods and applications in RMathematical Physics and MathematicsThis book on statistical disclosure control presents the theory, applications and software implementation of the traditional approach to (micro)data anonymization, including data perturbation methods, disclosure risk, data utility, information loss and methods for simulating synthetic data. Introducing readers to the R packages sdcMicro and simPop, the book also features numerous examples and exercises with solutions, as well as case studies with real-world data, accompanied by the underlying R code to allow readers to reproduce all results. The demand for and volume of data from surveys, registers or other sources containing sensible information on persons or enterprises have increased significantly over the last several years. At the same time, privacy protection principles and regulations have imposed restrictions on the access and use of individual data. Proper and secure microdata dissemination calls for the application of statistical disclosure control methods to the data before release. This book is intended for practitioners at statistical agencies and other national and international organizations that deal with confidential data. It will also be interesting for researchers working in statistical disclosure control and the health sciences.Springeroai:cds.cern.ch:22672832017
spellingShingle Mathematical Physics and Mathematics
Templ, Matthias
Statistical disclosure control for microdata: methods and applications in R
title Statistical disclosure control for microdata: methods and applications in R
title_full Statistical disclosure control for microdata: methods and applications in R
title_fullStr Statistical disclosure control for microdata: methods and applications in R
title_full_unstemmed Statistical disclosure control for microdata: methods and applications in R
title_short Statistical disclosure control for microdata: methods and applications in R
title_sort statistical disclosure control for microdata: methods and applications in r
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-50272-4
http://cds.cern.ch/record/2267283
work_keys_str_mv AT templmatthias statisticaldisclosurecontrolformicrodatamethodsandapplicationsinr