2 papers
stat.CO2026
Vine Copulas for Analyzing Multivariate Conditional Dependencies in Electronic Health Records Data
Manar D. Samad, Yina Hou, Megan A. Witherow +1
Electronic health records (EHR) store hundreds of demographic and laboratory variables from large patient populations. Traditional statistical methods have limited capacity in proc…
stat.ML2025
Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records
Yina Hou, Shourav B. Rabbani, Liang Hong +2
The importance of clinical variables in the prognosis of the disease is explained using statistical correlation or machine learning (ML). However, the predictive importance of thes…