Peijie Qiu

SurvReLU: Inherently Interpretable Survival Analysis via Deep ReLU Networks

2024

Survival analysis models time-to-event distributions with censorship. Recently, deep survival models using neural networks have dominated due to their representational power and state-of-the-art performance. However, their "black-box" nature hinders interpretability, which is crucial in real-world …