Dan Nicolae

VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments

Motivated by the rising abundance of observational data with continuous treatments, we investigate the problem of estimating the average dose-response curve (ADRF). Available parametric methods are limited in their model space, and previous attempts in leveraging neural network to enhance model expr…