Challenges in Obtaining Valid Causal Effect Estimates with Machine Learning Algorithms

Ashley I Naimi, Alan E Mishler, Edward H Kennedy

Unlike parametric regression, machine learning (ML) methods do not generally require precise knowledge of the true data generating mechanisms. As such, numerous authors have advoca…