Neural Topic Models with Survival Supervision: Jointly Predicting Time-to-Event Outcomes and Learning How Clinical Features Relate

no code implementations • 15 Jul 2020 • Linhong Li, Ren Zuo, Amanda Coston, Jeremy C. Weiss, George H. Chen

As an alternative, we present an interpretable neural network approach to jointly learn a survival model to predict time-to-event outcomes while simultaneously learning how features relate in terms of a topic model.

Survival Analysis Time-to-Event Prediction +1

Topic Models with Survival Supervision: Archetypal Analysis and Neural Approaches

no code implementations • ICLR 2020 • George H. Chen, Linhong Li, Ren Zuo, Amanda Coston, Jeremy C. Weiss

The two approaches we propose differ in the generality of topic models they can learn.

Survival Analysis Time-to-Event Prediction +1