26 citations · 46 across the 13 of their papers we have counts for
4 papers · 1 filter
Fair Risk Minimization under Causal Path-Specific Effect Constraints
Razieh Nabi, David Benkeser
This paper introduces a framework for estimating fair optimal predictions using machine learning where the notion of fairness can be quantified using path-specific causal effects.…
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…
Nonparametric Motion Control in Functional Connectivity Studies in Children with Autism Spectrum Disorder
Jialu Ran, Sarah Shultz, Benjamin B. Risk +1
Autism Spectrum Disorder (ASD) is a neurodevelopmental condition associated with difficulties with social interactions, communication, and restricted or repetitive behaviors. To ch…
Statistical learning for constrained functional parameters in infinite-dimensional models
Razieh Nabi, Nima S. Hejazi, Mark J. van der Laan +1
We develop a general framework for estimating function-valued parameters under equality or inequality constraints in infinite-dimensional statistical models. Such constrained learn…