Automatic Debiased Machine Learning of Causal and Structural Effects.

Many causal and structural effects depend on regressions. Examples include policy effects, average derivatives, regression decompositions, average treatment effects, causal mediation, and parameters of economic structural models. The regressions may be high‐dimensional, making machine learning usefu...

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Bibliographic Details

Published in:	Econometrica Vol. 90; no. 3; pp. 967 - 1028
Main Authors:	Chernozhukov, Victor, Newey, Whitney K., Singh, Rahul
Format:	Article
Published:	Wiley-Blackwell May2022
Subjects:	New South Wales Elasticity (Economics) Machine learning Random forest algorithms Nonlinear regression Unemployment statistics Nonlinear functions
Online Access:	View this record in EBSCOhost