Guide to Data Privacy - Models, Technologies, Solutions (Paperback, 1st ed. 2022)

Data privacy technologies are essential for implementing information systems with privacy by design.Privacy technologies clearly are needed for ensuring that data does not lead to disclosure, but also that statistics or even data-driven machine learning models do not lead to disclosure. For example, can a deep-learning model be attacked to discover that sensitive data has been used for its training? This accessible textbook presents privacy models, computational definitions of privacy, and methods to implement them. Additionally, the book explains and gives plentiful examples of how to implement-among other models-differential privacy, k-anonymity, and secure multiparty computation. Topics and features: Provides integrated presentation of data privacy (including tools from statistical disclosure control, privacy-preserving data mining, and privacy for communications) Discusses privacy requirements and tools for different types of scenarios, including privacy for data, for computations, and for users Offers characterization of privacy models, comparing their differences, advantages, and disadvantages Describes some of the most relevant algorithms to implement privacy models Includes examples of data protection mechanisms This unique textbook/guide contains numerous examples and succinctly and comprehensively gathers the relevant information. As such, it will be eminently suitable for undergraduate and graduate students interested in data privacy, as well as professionals wanting a concise overview. Vicenc Torra is Professor with the Department of Computing Science at Umea University, Umea, Sweden.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Series:	Undergraduate Topics in Computer Science
Release date:	November 2022
First published:	2022
Authors:	Vicenc Torra
Dimensions:	235 x 155mm (L x W)
Format:	Paperback
Pages:	313
Edition:	1st ed. 2022
ISBN-13:	978-3-03-112836-3
Categories:	Books > Reference & Interdisciplinary > Communication studies > Coding theory & cryptology Books > Computing & IT > Social & legal aspects of computing > Privacy & data protection Books > Computing & IT > Social & legal aspects of computing > Impact of computing & IT on society Books > Humanities > Philosophy > Topics in philosophy > Ethics & moral philosophy > General Books > Philosophy > Topics in philosophy > Ethics & moral philosophy > General
LSN:	3-03-112836-2
Barcode:	9783031128363

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