Fairness and machine learning : limitations and opportunities

著者

    • Hardt, Moritz
    • Barocas, Solon
    • Narayanan, Arvind

書誌事項

Fairness and machine learning : limitations and opportunities

Solon Barocas, Moritz Hardt, and Arvind Narayanan

The MIT Press, c2023

  • : hardcover

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注記

Includes bibliographical references (p. [285]-309) and index

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

収録内容

  • 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

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