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Author:
Barocas, Solon, author.
Title:
Fairness and machine learning : limitations and opportunities / Solon Barocas, Moritz Hardt, Arvind Narayanan.
Publisher:
The MIT Press,
Copyright Date:
2023
Description:
xiv, 323 pages ; 24 cm
Subject:
Machine learning--Moral and ethical aspects--United States.
Decision making--Moral and ethical aspects--United States.
Automation--Human factors--United States.
Discrimination--Law and legislation--United States.
Other Authors:
Hardt, Moritz, author.
Narayanan, Arvind, author.
Notes:
Includes bibliographical references (pages 285- 309) and index.
Contents:
When is automated decision making legitimate? -- Classification -- Relative notions of fairness -- Causality -- Understanding United States anti-discrimination law -- Testing discrimination in practice -- A broader view of discrimination -- Datasets.
Summary:
"This book offers a critical view on the current practice of machine learning, as well as proposed technical fixes for achieving fairness in automated decisionmaking"-- Provided by publisher.
ISBN:
0262048612
9780262048613
OCLC:
(OCoLC)1372277512
LCCN:
2023006999
Locations:
USUX851 -- Iowa State University - Parks Library (Ames)

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