Dimension Reduction for Conditional Density Estimation with Applications to High-Dimensional Causal Inference

Jianhua Mei, Fu Ouyang, Thomas T. Yang

We propose a novel and computationally efficient approach for nonparametric conditional density estimation in high-dimensional settings that achieves dimension reduction without im…