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Data Privacy: Foundations, New Developments and the Big Data Challenge
Buch von Vicenç Torra
Sprache: Englisch

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Beschreibung
This book offers a broad, cohesive overview of the field of data privacy. It discusses, from a technological perspective, the problems and solutions of the three main communities working on data privacy: statistical disclosure control (those with a statistical background), privacy-preserving data mining (those working with data bases and data mining), and privacy-enhancing technologies (those involved in communications and security) communities.
Presenting different approaches, the book describes alternative privacy models and disclosure risk measures as well as data protection procedures for respondent, holder and user privacy. It also discusses specific data privacy problems and solutions for readers who need to deal with big data.
This book offers a broad, cohesive overview of the field of data privacy. It discusses, from a technological perspective, the problems and solutions of the three main communities working on data privacy: statistical disclosure control (those with a statistical background), privacy-preserving data mining (those working with data bases and data mining), and privacy-enhancing technologies (those involved in communications and security) communities.
Presenting different approaches, the book describes alternative privacy models and disclosure risk measures as well as data protection procedures for respondent, holder and user privacy. It also discusses specific data privacy problems and solutions for readers who need to deal with big data.
Zusammenfassung

Includes recent research on data privacy

Provides background information as well as new developments

Discusses the challenge that big data presents for data privacy

Includes supplementary material: [...]

Includes supplementary material: [...]

Inhaltsverzeichnis
Introduction.- Machine and Statistical Learning.- On the Classi¿cation of Protection Procedures.- User's privacy.- Privacy Models and Disclosure Risk Measures.- Masking methods.- Information loss: evaluation and measures.- Selection of masking methods.- Conclusions.
Details
Erscheinungsjahr: 2017
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Studies in Big Data
Inhalt: xiv
269 S.
22 s/w Illustr.
269 p. 22 illus.
ISBN-13: 9783319573564
ISBN-10: 331957356X
Sprache: Englisch
Herstellernummer: 978-3-319-57356-4
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Torra, Vicenç
Auflage: 1st ed. 2017
Hersteller: Springer Nature Switzerland
Springer International Publishing
Springer International Publishing AG
Studies in Big Data
Maße: 241 x 160 x 21 mm
Von/Mit: Vicenç Torra
Erscheinungsdatum: 29.05.2017
Gewicht: 0,594 kg
Artikel-ID: 109158852
Zusammenfassung

Includes recent research on data privacy

Provides background information as well as new developments

Discusses the challenge that big data presents for data privacy

Includes supplementary material: [...]

Includes supplementary material: [...]

Inhaltsverzeichnis
Introduction.- Machine and Statistical Learning.- On the Classi¿cation of Protection Procedures.- User's privacy.- Privacy Models and Disclosure Risk Measures.- Masking methods.- Information loss: evaluation and measures.- Selection of masking methods.- Conclusions.
Details
Erscheinungsjahr: 2017
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Studies in Big Data
Inhalt: xiv
269 S.
22 s/w Illustr.
269 p. 22 illus.
ISBN-13: 9783319573564
ISBN-10: 331957356X
Sprache: Englisch
Herstellernummer: 978-3-319-57356-4
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Torra, Vicenç
Auflage: 1st ed. 2017
Hersteller: Springer Nature Switzerland
Springer International Publishing
Springer International Publishing AG
Studies in Big Data
Maße: 241 x 160 x 21 mm
Von/Mit: Vicenç Torra
Erscheinungsdatum: 29.05.2017
Gewicht: 0,594 kg
Artikel-ID: 109158852
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