Fairness and Machine Learning
By Solon Barocas, Moritz Hardt and Arvind Narayanan
By Solon Barocas, Moritz Hardt and Arvind Narayanan
By Solon Barocas, Moritz Hardt and Arvind Narayanan
By Solon Barocas, Moritz Hardt and Arvind Narayanan
By Solon Barocas, Moritz Hardt and Arvind Narayanan
By Solon Barocas, Moritz Hardt and Arvind Narayanan
Part of Adaptive Computation and Machine Learning series
Part of Adaptive Computation and Machine Learning series
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$65.00
Dec 19, 2023 | ISBN 9780262048613
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Dec 19, 2023 | ISBN 9780262376525
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Dec 19, 2023 | ISBN 9780262376532
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Table Of Contents
Preface ix
Online Materials xiv
Acknowledgments xv
1 Introduction 1
2 When Is Automated Decision Making Legitimate? 25
3 Classification 49
4 Relative Notions of Fairness 83
5 Causality 113
6 Understanding United States Antidiscrimination Law 151
7 Testing Discrimination in Practice 185
8 A Broader View of Discrimination 221
9 Datasets 251
References 285
Index 311
21 Books You’ve Been Meaning to Read
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