Search Results for author: Paul Hünermund

Found 3 papers, 0 papers with code

Double Machine Learning and Automated Confounder Selection -- A Cautionary Tale

no code implementations25 Aug 2021 Paul Hünermund, Beyers Louw, Itamar Caspi

Double machine learning (DML) has become an increasingly popular tool for automated variable selection in high-dimensional settings.

BIG-bench Machine Learning Model Selection +1

On the Nuisance of Control Variables in Regression Analysis

no code implementations20 May 2020 Paul Hünermund, Beyers Louw

Control variables are included in regression analyses to estimate the causal effect of a treatment on an outcome.

regression valid

Causal Inference and Data Fusion in Econometrics

no code implementations19 Dec 2019 Paul Hünermund, Elias Bareinboim

Learning about cause and effect is arguably the main goal in applied econometrics.

Causal Inference Econometrics

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