2 papers
cs.LG2025
An MLI-Guided Framework for Subgroup-Aware Modeling in Electronic Health Records (AdaptHetero)
Ling Liao, Eva Aagaard
Machine learning interpretation (MLI) has primarily been leveraged to foster clinician trust and extract insights from electronic health records (EHRs), rather than to guide subgro…
cs.CY2025
Translating Machine Learning Interpretability into Clinical Insights for ICU Mortality Prediction
Ling Liao, Eva Aagaard
Current research efforts largely focus on employing at most one interpretable method to elucidate machine learning (ML) model performance. However, significant barriers remain in t…