42 citations · 66 across the 10 of their papers we have counts for
12 papers
Bridging linearity-based and kernel-based sufficient dimension reduction
Youngjoo Cho, Debashis Ghosh
There has been a lot of interest in sufficient dimension reduction (SDR) methodologies as well as nonlinear extensions in the statistics literature. In this note, we use classical…
Transporting Experimental Results with Entropy Balancing
Kevin P. Josey, Seth A. Berkowitz, Debashis Ghosh +1
We show how entropy balancing can be used for transporting experimental treatment effects from a trial population onto a target population. This method is doubly-robust in the sens…
Analysis of regression discontinuity designs using censored data
Youngjoo Cho, Chen Hu, Debashis Ghosh
In medical settings, treatment assignment may be determined by a clinically important covariate that predicts patients' risk of event. There is a class of methods from the social s…
A Simulation Based Dynamic Evaluation Framework for System-wide Algorithmic Fairness
Efrén Cruz Cortés, Debashis Ghosh
We propose the use of Agent Based Models (ABMs) inside a reinforcement learning framework in order to better understand the relationship between automated decision making tools, fa…
Accuracy of the Epic Sepsis Prediction Model in a Regional Health System
Tellen Bennett, Seth Russell, James King +6
Interest in an electronic health record-based computational model that can accurately predict a patient's risk of sepsis at a given point in time has grown rapidly in the last seve…
Predictive Directions for Individualized Treatment Selection in Clinical Trials
Debashis Ghosh, Youngjoo Cho
In many clinical trials, individuals in different subgroups have experience differential treatment effects. This leads to individualized differences in treatment benefit. In this a…