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Linking Sensitive Data
Thilina Ranbaduge (Gebundene Ausgabe, Englisch)
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Beschreibung
This book provides modern technical answers to the legal requirements of pseudonymisation as recommended by privacy legislation. It covers topics such as modern regulatory frameworks for sharing and linking sensitive information, concepts and algorithms for privacy-preserving record linkage and their computational aspects, practical considerations such as dealing with dirty and missing data, as… well as privacy, risk, and performance assessment measures. Existing techniques for privacy-preserving record linkage are evaluated empirically and real-world application examples that scale to population sizes are described. The book also includes pointers to freely available software tools, benchmark data sets, and tools to generate synthetic data that can be used to test and evaluate linkage techniques.
This book consists of fourteen chapters grouped into four parts, and two appendices. The first part introduces the reader to the topic of linking sensitive data, the second part coversmethods and techniques to link such data, the third part discusses aspects of practical importance, and the fourth part provides an outlook of future challenges and open research problems relevant to linking sensitive databases. The appendices provide pointers and describe freely available, open-source software systems that allow the linkage of sensitive data, and provide further details about the evaluations presented. A companion Web site at https://dmm.anu.edu.au/lsdbook2020 provides additional material and Python programs used in the book.
This book is mainly written for applied scientists, researchers, and advanced practitioners in governments, industry, and universities who are concerned with developing, implementing, and deploying systems and tools to share sensitive information in administrative, commercial, or medical databases.
The Book describes how linkage methods work and how to evaluate their performance. It covers all the major concepts and methods and also discusses practical matters such as computational efficiency, which are critical if the methods are to be used in practice - and it does all this in a highly accessible way!
David J. Hand, Imperial College, London Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
18.10.2020
Sprache
Englisch
EAN
9783030597054
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Thilina Ranbaduge
Seitenanzahl
468
Auflage
1st edition 2021
Einbandart
Gebundene Ausgabe
Buch Untertitel
Methods and Techniques for Practical Privacy-Preserving Information Sharing
Schlagwörter
Linked Data, Semantic Web, Human and Societal Aspects of Security and Privacy, Privacy, Data Anonymization and Sanitization, Entity Resolution, Data Matching, Anonymisation, Pseudonymisation, GDPR, HIPAA
Thema-Inhalt
UYQE - Wissensbasierte Systeme, Expertensysteme
UNH - Informationsrückgewinnung, Information Retrieval
UND - Data Warehousing
URD - Datenschutz
UR - Computersicherheit
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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