Jimmy Hickey

College of Sciences

2026 article

Multivariate and Online Transfer Learning With Uncertainty Quantification

Hickey, J., Williams, J. P., Reich, B. J., & Hector, E. C. (2026, February 1). Statistics in Medicine.

By: J. Hickey n, J. Williams n, B. Reich n & E. Hector*

MeSH headings : Humans; Bayes Theorem; Uncertainty; Computer Simulation; Models, Statistical; Periodontitis; Multivariate Analysis
topics (OpenAlex): Machine Learning in Healthcare; Domain Adaptation and Few-Shot Learning; Dental Radiography and Imaging
Source: NC State University Libraries
Added: February 6, 2026

2023 article

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

Hong, C., Liu, M., Wojdyla, D. M., Hickey, J., Pencina, M., & Henao, R. (2023, December 7). Journal of Biomedical Informatics.

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
MeSH headings : Humans; Cohort Studies; Algorithms; Machine Learning; Biomedical Research; Demography
topics (OpenAlex): Imbalanced Data Classification Techniques; Artificial Intelligence in Healthcare; Machine Learning in Healthcare
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)
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Source: Web Of Science
Added: February 12, 2024

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