Fairness in Algorithmic Decision Making
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Factors Influencing Perceived Fairness in Algorithmic Decision-Making: Algorithm Outcomes, Development Procedures, and Individual Differences
CHI '20: Proceedings of the 2020 CHI Conference on Human Factors in Computing SystemsAlgorithmic decision-making systems are increasingly used throughout the public and private sectors to make important decisions or assist humans in making these decisions with real social consequences. While there has been substantial research in recent ...
Algorithmic Decision Making with Conditional Fairness
KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data MiningNowadays fairness issues have raised great concerns in decision-making systems. Various fairness notions have been proposed to measure the degree to which an algorithm is unfair. In practice, there frequently exist a certain set of variables we term as ...
Beyond distributive fairness in algorithmic decision making: feature selection for procedurally fair learning
AAAI'18/IAAI'18/EAAI'18: Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence and Thirtieth Innovative Applications of Artificial Intelligence Conference and Eighth AAAI Symposium on Educational Advances in Artificial IntelligenceWith widespread use of machine learning methods in numerous domains involving humans, several studies have raised questions about the potential for unfairness towards certain individuals or groups. A number of recent works have proposed methods to measure ...
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- General Chairs:
- Vasudeva Varma,
- Subbarao Kambhampati,
- Program Chairs:
- Arnab Bhattacharya,
- Sriraam Natarajan,
- Publications Chair:
- Rishiraj Saha Roy
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Association for Computing Machinery
New York, NY, United States
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