Ethan Cowan: Hands-On Differential Privacy

Cover: 9781492097747 | Hands-On Differential Privacy | Ethan Cowan (u. a.) | Taschenbuch

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Sprache: Englisch

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Beschreibung

Many organizations today analyze and share large, sensitive datasets about individuals. Whether these datasets cover healthcare details, financial records, or exam scores, it's become more difficult for organizations to protect an individual's information through deidentification, anonymization, and other traditional statistical disclosure limitation techniques. This practical book explains how differential privacy (DP) can help. Authors Ethan Cowan, Michael Shoemate, and Mayana Pereira and explain how these techniques enable data scientists, researchers, and programmers to run statistical analyses that hide the contribution of any single individual. You'll dive into basic DP concepts and understand how to use open source tools to create differentially private statistics, explore how to assess the utility/privacy trade-offs, and learn how to integrate differential privacy into workflows. With this book, you'll learn: How DP guarantees privacy when other data anonymization methods don't What preserving individual privacy in a dataset entails How to apply DP in several real-world scenarios and datasets Potential privacy attack methods, including what it means to perform a reidentification attack How to use the OpenDP library in privacy-preserving data releases How to interpret guarantees provided by specific DP data releases.

Über den Autor

Ethan Cowan worked on software and research topics as part of the OpenDP team from 2020 to 2022. In particular, he focused on privatizing machine learning models and developing platforms for analyzing sensitive data with built-in differential privacy. Ethan now studies the history and ethics of emerging technology.

Erscheinungsjahr:	2024
Fachbereich:	Datenkommunikation, Netze & Mailboxen
Genre:	Importe , Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Inhalt:	Kartoniert / Broschiert
ISBN-13:	9781492097747
ISBN-10:	1492097748
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Cowan, Ethan Shoemate, Michael Pereira, Mayana
Hersteller:	O'Reilly Media
Verantwortliche Person für die EU:	Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße:	233 x 178 x 19 mm
Von/Mit:	Ethan Cowan (u. a.)
Erscheinungsdatum:	25.06.2024
Gewicht:	0,576 kg

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