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Books > Computing & IT > Applications of computing > Artificial intelligence > Knowledge-based systems / expert systems
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Linking Sensitive Data - Methods and Techniques for Practical Privacy-Preserving Information Sharing (Paperback, 1st ed. 2020)
Loot Price: R4,892
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Linking Sensitive Data - Methods and Techniques for Practical Privacy-Preserving Information Sharing (Paperback, 1st ed. 2020)
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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
covers methods 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
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