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Titlebook: Linking Sensitive Data; Methods and Techniqu Peter Christen,Thilina Ranbaduge,Rainer Schnell Book 2020 Springer Nature Switzerland AG 2020

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发表于 2025-3-21 20:00:31 | 显示全部楼层 |阅读模式
书目名称Linking Sensitive Data
副标题Methods and Techniqu
编辑Peter Christen,Thilina Ranbaduge,Rainer Schnell
视频videohttp://file.papertrans.cn/587/586782/586782.mp4
概述Provides modern technical answers to the legal requirements of pseudonymisation as recommended by privacy legislation.Covers topics such as modern regulatory frameworks, concepts and algorithms for pr
图书封面Titlebook: Linking Sensitive Data; Methods and Techniqu Peter Christen,Thilina Ranbaduge,Rainer Schnell Book 2020 Springer Nature Switzerland AG 2020
描述.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 linkin
出版日期Book 2020
关键词Linked Data; Semantic Web; Human and Societal Aspects of Security and Privacy; Privacy; Data Anonymizati
版次1
doihttps://doi.org/10.1007/978-3-030-59706-1
isbn_softcover978-3-030-59708-5
isbn_ebook978-3-030-59706-1
copyrightSpringer Nature Switzerland AG 2020
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发表于 2025-3-21 23:44:39 | 显示全部楼层
Peter Christen,Thilina Ranbaduge,Rainer Schnell for the final chapters that present regularized solutions of inverse problems in finite-dimensional spaces, with Chapter Three covering linear problems and Chapter Four studying nonlinear problems. Model probl978-3-030-59316-2978-3-030-59317-9Series ISSN 2730-5996 Series E-ISSN 2512-3211
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versmethods 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 linkin978-3-030-59708-5978-3-030-59706-1
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Regulatory Frameworksidentifiers, using technical and organisational measures to restrict data access, and implementing organisational structures and procedures such as the Five Safes. Finally, we highlight the importance of the embedding of research involving sensitive databases within organisational and societal setti
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Encoding and Comparing Sensitive Valuesreference values, embedding into multidimensional spaces, and secure multiparty computation. We end the chapter with a discussion on the suitability of these types of techniques for different linkage scenarios.
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Practical Considerationse setting and tuning of parameters required by different techniques, the requirement and management of computational resources, and the skills and expertise required to link sensitive databases. We conclude the chapter with a discussion of guidelines that have been developed to help practitioners im
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Book 2020irst 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 linkin
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..This volume contains the lecture notes of the two courses. Original research articles and a survey complement these lecture notes. Applications to economics are discussed in various contributions..978-3-642-19988-2978-3-642-19989-9Series ISSN 0930-0325 Series E-ISSN 2197-7186
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