Explainable survival analytics for dementia risk management: Comparing Cox regression and DeepSurv using the national health and aging trends study

Abstract

This study develops an explainable survival-analysis framework for predicting time to first observed dementia and evaluates whether DeepSurv, a neural-network-based survival model, offers predictive and decision-support advantages over conventional Cox proportional hazards (Cox PH) regression.

The paper