3 papers
math.ST2024
Constructing optimal treatment length strategies to maximize quality-adjusted lifetimes
Hao Sun, Ashkan Ertefaie, Luke Duttweiler +1
Real-world clinical decision making is a complex process that involves balancing the risks and benefits of treatments. Quality-adjusted lifetime is a composite outcome that combine…
math.ST2023
Nonparametric estimation of a covariate-adjusted counterfactual treatment regimen response curve
Ashkan Ertefaie, Luke Duttweiler, Brent A. Johnson +1
Flexible estimation of the mean outcome under a treatment regimen (i.e., value function) is the key step toward personalized medicine. We define our target parameter as a condition…
stat.ML2023
Testing Sparsity Assumptions in Bayesian Networks
Luke Duttweiler, Sally W. Thurston, Anthony Almudevar
Bayesian network (BN) structure discovery algorithms typically either make assumptions about the sparsity of the true underlying network, or are limited by computational constraint…