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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 |
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 |
Warnhinweis