Non-Parametric Inference Adaptive to Intrinsic Dimension
Non-Parametric Inference Adaptive to Intrinsic Dimension
We consider non-parametric estimation and inference of conditional moment models in high dimensions. We show that even when the dimension D of the conditioning variable is larger than the sample size n, estimation and inference is feasible as long as the distribution of the conditioning variable has small intrinsic dimension …