Debias-CLR: A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications

Ankita Agarwal; Tanvi Banerjee; William L. Romine; Mia Cajita

doi:10.1109/BigData62323.2024.10825827

Debias-CLR: A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications

Ankita Agarwal, Tanvi Banerjee, William L. Romine, Mia Cajita

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024
Editors	Wei Ding, Chang-Tien Lu, Fusheng Wang, Liping Di, Kesheng Wu, Jun Huan, Raghu Nambiar, Jundong Li, Filip Ilievski, Ricardo Baeza-Yates, Xiaohua Hu
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	6411-6419
Number of pages	9
ISBN (Electronic)	9798350362480
DOIs	https://doi.org/10.1109/BigData62323.2024.10825827
State	Published - 2024
Externally published	Yes
Event	2024 IEEE International Conference on Big Data, BigData 2024 - Washington, United States Duration: Dec 15 2024 → Dec 18 2024

Publication series

Name	Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024

Conference

Conference	2024 IEEE International Conference on Big Data, BigData 2024
Country/Territory	United States
City	Washington
Period	12/15/24 → 12/18/24

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Networks and Communications
Computer Science Applications
Information Systems
Information Systems and Management
Safety, Risk, Reliability and Quality
Modeling and Simulation

Keywords

algorithmic fairness
contrastive learning
debiasing
disparate treatment
Electronic Health Records (EHRs)

Access to Document

10.1109/BigData62323.2024.10825827

Cite this

Agarwal, A., Banerjee, T., Romine, W. L., & Cajita, M. (2024). Debias-CLR: A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications. In W. Ding, C.-T. Lu, F. Wang, L. Di, K. Wu, J. Huan, R. Nambiar, J. Li, F. Ilievski, R. Baeza-Yates, & X. Hu (Eds.), Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024 (pp. 6411-6419). (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigData62323.2024.10825827

Debias-CLR: A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications. / Agarwal, Ankita; Banerjee, Tanvi ; Romine, William L. et al.
Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. ed. / Wei Ding; Chang-Tien Lu; Fusheng Wang; Liping Di; Kesheng Wu; Jun Huan; Raghu Nambiar; Jundong Li; Filip Ilievski; Ricardo Baeza-Yates; Xiaohua Hu. Institute of Electrical and Electronics Engineers Inc., 2024. p. 6411-6419 (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Agarwal, A, Banerjee, T , Romine, WL & Cajita, M 2024, Debias-CLR: A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications. in W Ding, C-T Lu, F Wang, L Di, K Wu, J Huan, R Nambiar, J Li, F Ilievski, R Baeza-Yates & X Hu (eds), Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024, Institute of Electrical and Electronics Engineers Inc., pp. 6411-6419, 2024 IEEE International Conference on Big Data, BigData 2024, Washington, United States, 12/15/24. https://doi.org/10.1109/BigData62323.2024.10825827

Agarwal A, Banerjee T , Romine WL, Cajita M. Debias-CLR: A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications. In Ding W, Lu CT, Wang F, Di L, Wu K, Huan J, Nambiar R, Li J, Ilievski F, Baeza-Yates R, Hu X, editors, Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Institute of Electrical and Electronics Engineers Inc. 2024. p. 6411-6419. (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024). doi: 10.1109/BigData62323.2024.10825827

Agarwal, Ankita ; Banerjee, Tanvi ; Romine, William L. et al. / Debias-CLR : A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications. Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. editor / Wei Ding ; Chang-Tien Lu ; Fusheng Wang ; Liping Di ; Kesheng Wu ; Jun Huan ; Raghu Nambiar ; Jundong Li ; Filip Ilievski ; Ricardo Baeza-Yates ; Xiaohua Hu. Institute of Electrical and Electronics Engineers Inc., 2024. pp. 6411-6419 (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024).

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Debias-CLR: A Contrastive Learning Based Debiasing Method for Algorithmic Fairness in Healthcare Applications

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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