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Methodologies for Systematic Evaluation and Targeted Mitigation of Deficiencies in Critical Machine Learning Models

Pias, Tanmoy SarkarVirginia Tech2025

… critical health conditions, we integrated domain knowledge into the modeling framework using two complementary strategies: (i) a custom loss function that penalizes violations of medical constraints, and (ii) a rule-based decision tree derived from clinical knowledge, aggregated with a data-driven …

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