Jimmy Hickey

College of Sciences

Works (1)

Updated: April 5th, 2024 18:40

2024 journal article

Trans-Balance: Reducing demographic disparity for prediction models in the presence of class imbalance

JOURNAL OF BIOMEDICAL INFORMATICS, 149.

By: C. Hong *, M. Liu *, D. Wojdyla*, J. Hickey n, M. Pencina * & R. Henao *

author keywords: Class imbalance; Demographic disparity; Federated learning; Model fairness; Predictive modeling; Transfer learning
TL;DR: The findings indicate that the Trans-Balance approach significantly improves predictive performance, especially in scenarios marked by severe class imbalance and demographic disparity, especially in scenarios marked by severe class imbalance. (via Semantic Scholar)
Source: Web Of Science
Added: February 12, 2024

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