Data Privacy: Foundations, New Developments and the Big Data Challenge

Vicenç Torra (Autor)

Buch | Softcover

XIV, 269 Seiten

2018 | Softcover reprint of the original 1st ed. 2017
Springer International Publishing (Verlag)
9783319861418 (ISBN)

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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.

Introduction.- Machine and Statistical Learning.- On the Classification of Protection Procedures.- User's privacy.- Privacy Models and Disclosure Risk Measures.- Masking methods.- Information loss: evaluation and measures.- Selection of masking methods.- Conclusions.

Erscheinungsdatum	05.03.2022
Reihe/Serie	Studies in Big Data
Zusatzinfo	XIV, 269 p. 22 illus.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	438 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Technik
Schlagworte	Big Data • Computational Intelligence • Data Mining • data privacy • machine learning
ISBN-13	9783319861418 / 9783319861418
Zustand	Neuware