Linking Sensitive Data Book [PDF] Download

Download the fantastic book titled Linking Sensitive Data written by Peter Christen, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Linking Sensitive Data", which was released on 03 June 2024. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Computer security genre.

Summary of Linking Sensitive Data by Peter Christen PDF

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.


Detail About Linking Sensitive Data PDF

  • Author : Peter Christen
  • Publisher : Anonim
  • Genre : Computer security
  • Total Pages : 476 pages
  • ISBN : 3030597067
  • PDF File Size : 40,6 Mb
  • Language : English
  • Rating : 4/5 from 21 reviews

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Linking Sensitive Data

Linking Sensitive Data
  • Publisher : Unknown Publisher
  • File Size : 35,8 Mb
  • Release Date : 03 June 2024
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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

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  • File Size : 44,9 Mb
  • Release Date : 04 July 2012
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  • File Size : 49,6 Mb
  • Release Date : 14 December 2015
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  • Release Date : 22 February 2023
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  • Publisher : Springer Nature
  • File Size : 29,7 Mb
  • Release Date : 08 May 2020
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The two-volume set LNAI 12084 and 12085 constitutes the thoroughly refereed proceedings of the 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2020, which was due to be held in Singapore,