Fairness in Healthcare AI
Publication
, Conference
Ahmad, MA; Eckert, C; Allen, C; Kumar, V; Hu, J; Teredesai, A
Published in: Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021
August 1, 2021
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 consideration of different notions of fairness in healthcare to corresponding concepts in machine learning is elucidated via different real world examples.
Duke Scholars
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Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021
DOI
Publication Date
August 1, 2021
Start / End Page
554 / 555
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Ahmad, M. A., Eckert, C., Allen, C., Kumar, V., Hu, J., & Teredesai, A. (2021). Fairness in Healthcare AI. In Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021 (pp. 554–555). https://doi.org/10.1109/ICHI52183.2021.00104
Ahmad, M. A., C. Eckert, C. Allen, V. Kumar, J. Hu, and A. Teredesai. “Fairness in Healthcare AI.” In Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021, 554–55, 2021. https://doi.org/10.1109/ICHI52183.2021.00104.
Ahmad MA, Eckert C, Allen C, Kumar V, Hu J, Teredesai A. Fairness in Healthcare AI. In: Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021. 2021. p. 554–5.
Ahmad, M. A., et al. “Fairness in Healthcare AI.” Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021, 2021, pp. 554–55. Scopus, doi:10.1109/ICHI52183.2021.00104.
Ahmad MA, Eckert C, Allen C, Kumar V, Hu J, Teredesai A. Fairness in Healthcare AI. Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021. 2021. p. 554–555.
Published In
Proceedings 2021 IEEE 9th International Conference on Healthcare Informatics Ischi 2021
DOI
Publication Date
August 1, 2021
Start / End Page
554 / 555