Annamaria Prati

A Multi-Task Gaussian Process Model for Inferring Time-Varying Treatment Effects in Panel Data

We introduce a Bayesian multi-task Gaussian process model for estimating treatment effects from panel data, where an intervention outside the observer’s control influences a subset of the observed units. Our model encodes structured temporal dynamics both within and across the treatment and control…