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This chapter reviews existing regulations on discrimination, provides a multifaceted categorization of biases and fairness criteria, discusses techniques to measure popularity and demographic biases, presents methods to mitigate harmful biases, and concludes with a reflection on open challenges.

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Biases, Fairness, and Non-discrimination

  • 章节

  • 发表日期：

    2025年

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  • Markus Schedl,
  • Vito Walter Anelli,
  • Elisabeth Lex

摘要

This chapter reviews existing regulations on discrimination, provides a multifaceted categorization of biases and fairness criteria, discusses techniques to measure popularity and demographic biases, presents methods to mitigate harmful biases, and concludes with a reflection on open challenges.