Fairness in Machine Learning for Healthcare
Publication
, Conference
Ahmad, MA; Patel, A; Eckert, C; Kumar, V; Teredesai, A
Published in: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
August 23, 2020
The issue of bias and fairness in healthcare has been around for centuries. With the integration of AI in healthcare the potential to discriminate and perpetuate unfair and biased practices in healthcare increases many folds The tutorial focuses on the challenges, requirements and opportunities in the area of fairness in healthcare AI and the various nuances associated with it. The problem healthcare as a multi-faceted systems level problem that necessitates careful of different notions of fairness in healthcare to corresponding concepts in machine learning is elucidated via different real world examples.
Duke Scholars
Published In
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
DOI
Publication Date
August 23, 2020
Start / End Page
3529 / 3530
Citation
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Ahmad, M. A., Patel, A., Eckert, C., Kumar, V., & Teredesai, A. (2020). Fairness in Machine Learning for Healthcare. In Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (pp. 3529–3530). https://doi.org/10.1145/3394486.3406461
Ahmad, M. A., A. Patel, C. Eckert, V. Kumar, and A. Teredesai. “Fairness in Machine Learning for Healthcare.” In Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 3529–30, 2020. https://doi.org/10.1145/3394486.3406461.
Ahmad MA, Patel A, Eckert C, Kumar V, Teredesai A. Fairness in Machine Learning for Healthcare. In: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2020. p. 3529–30.
Ahmad, M. A., et al. “Fairness in Machine Learning for Healthcare.” Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2020, pp. 3529–30. Scopus, doi:10.1145/3394486.3406461.
Ahmad MA, Patel A, Eckert C, Kumar V, Teredesai A. Fairness in Machine Learning for Healthcare. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2020. p. 3529–3530.
Published In
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
DOI
Publication Date
August 23, 2020
Start / End Page
3529 / 3530