3 papers
cs.LG2026
Machine-Learning Assessment of the Predictive Value of Inflammatory Biomarkers for Cognitive Impairment in an Older Hispanic Adult Cohort
Antony Garcia, Gabrielle Britton, Alcibiades Villarreal +3
Small clinical tabular datasets require interpretable machine learning because deep learning is often impractical and ensemble models can be difficult to inspect. A key pitfall is…
cs.LG2026
Smart Insole Human Activity Recognition for Continuous Monitoring in Elderly Care
Edwin Rios, Antony Garcia, Fengpei Yuan +1
Falls in older adults are often preceded by changes in mobility, balance, and postural transitions. This paper presents a wireless smart insole platform and machine-learning workfl…
cs.LG2026
Interpretable and Calibrated Classification of Clinical Data Using Supervised Feature Binarization
Antony Garcia, Adrian Noriega, Gabrielle Britton +1
Black-box models limit the adoption of artificial intelligence in medicine because their predictions are difficult to interpret and reproduce. We present a statistically grounded f…