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Author

Antony García

3 papers indexed here

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#machine learning Preprint Sep 2026

Machine-Learning Assessment of the Predictive Value of Inflammatory Biomarkers for Cognitive Impairment in an Older Hispanic Adult Cohort

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 that statistical significance does not necessarily imply predictive utility. Using data from the Panama Aging Research Initiative--Health Di...

Antony García, Gabrielle B. Britton, Alcibiades E. Villarreal et al. · 0 citations
#machine learning Preprint Sep 2026

Smart Insole Human Activity Recognition for Continuous Monitoring in Elderly Care

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 workflow for recognizing sitting, standing, walking, and unstable walking from plantar-pressure and inertial signals. Each insole integrates 16 ac...

E. Rios, Antony García, Feng-Pei Yuan et al. · 0 citations

A Transportable Threshold-Based Framework for Interpretable Classification of Medical Data

Black-box models limit the adoption of artificial intelligence in medicine due to their lack of interpretability and reproducibility. We introduce a statistically grounded framework that provides fully interpretable, rule-based clinical classification using the Bernoulli Na\"ive Bayes (BNB) model. The method applies su...

Antony García, A. Noriega, Gabrielle Britton et al. · 0 citations

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