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What is Nonparametric IV Regression with Covariates about?

The document discusses nonparametric instrumental variable regression with observed covariates (NPIV-O), addressing challenges in theoretical analysis due to the presence of these covariates. It introduces a novel Fourier measure of partial smoothing and extends the kernel instrumental variable algorithm to accommodate anisotropic smoothness, proving upper and lower learning rates for NPIV-O. The findings highlight the importance of observed covariates in estimating heterogeneous causal effects while reveal

Author

Neet

Language

EN