9 citations · 11 across the 5 of their papers we have counts for
4 papers · 1 filter
Monte Carlo Integration in Simple and Complex Simulation Designs
Ashley I. Naimi, David Benkeser, Jacqueline E. Rudolph
Simulation studies are used to evaluate and compare the properties of statistical methods in controlled experimental settings. In most cases, performing a simulation study requires…
Efficient Generalization and Transportation
Zhenghao Zeng, Edward H. Kennedy, Lisa M. Bodnar +1
When estimating causal effects, it is important to assess external validity, i.e., determine how useful a given study is to inform a practical question for a specific target popula…
Incremental Intervention Effects in Studies with Dropout and Many Timepoints
Kwangho Kim, Edward H. Kennedy, Ashley I. Naimi
Modern longitudinal studies collect feature data at many timepoints, often of the same order of sample size. Such studies are typically affected by {dropout} and positivity violati…
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…