Individual Treatment Effect Estimation Through Controlled Neural Network Training in Two Stages

Naveen Nair, Karthik S. Gurumoorthy, Dinesh Mandalapu

We develop a Causal-Deep Neural Network (CDNN) model trained in two stages to infer causal impact estimates at an individual unit level. Using only the pre-treatment features in st…