Belloni, Alexandre; Chernozhukov, Victor; Hansen, Christian - Centre for Microdata Methods and Practice (CEMMAP) - 2013
We propose robust methods for inference on the effect of a treatment variable on a scalar outcome in the presence of very many controls. Our setting is a partially linear model with possibly non-Gaussian and heteroscedastic disturbances where the number of controls may be much larger than the...