Web: http://arxiv.org/abs/1909.05244

June 16, 2022, 1:11 a.m. | Rahul Singh, Liyang Sun

cs.LG updates on arXiv.org arxiv.org

We study low dimensional complier parameters that are identified using a
binary instrumental variable $Z$, which is valid conditional on a possibly high
dimensional vector of covariates $X$. We characterize the doubly robust moment
function for the entire class of complier parameters defined by Abadie (2003)
by combining two classic formulations: the Wald formula and the $\kappa$
weight. In particular, we reinterpret the $\kappa$ weight as the Riesz
representer to the Wald formula, which appears to be a new insight. …

arxiv ml robustness test

More from arxiv.org / cs.LG updates on arXiv.org

Machine Learning Researcher - Saalfeld Lab

@ Howard Hughes Medical Institute - Chevy Chase, MD | Ashburn, Virginia

Project Director, Machine Learning in US Health

@ ideas42.org | Remote, US

Data Science Intern

@ NannyML | Remote

Machine Learning Engineer NLP/Speech

@ Play.ht | Remote

Research Scientist, 3D Reconstruction

@ Yembo | Remote, US

Clinical Assistant or Associate Professor of Management Science and Systems

@ University at Buffalo | Buffalo, NY