Sequential Kernel Embedding for Mediated and Time-Varying Dose Response Curves

Rahul Singh, Liyuan Xu, Arthur Gretton

We propose simple nonparametric estimators for mediated and time-varying dose response curves based on kernel ridge regression. By embedding Pearl's mediation formula and Robins' g…