Predicting the impact of treatments over time with uncertainty aware neural differential equations

1 code implementation • 24 Feb 2022 • Edward De Brouwer, Javier González Hernández, Stephanie Hyland

In this work, we propose Counterfactual ODE (CF-ODE), a novel method to predict the impact of treatments continuously over time using Neural Ordinary Differential Equations equipped with uncertainty estimates.

Causal Inference counterfactual +2