In this article, we propose GRoup Outcome Weighted Learning (GROWL) to estimate the latent structure in the treatment space and the optimal group-structured ...
Jan 1, 2024 · In this article, we propose estimating the latent multiple group structure of treatments and associated optimal group-structured ITRs within a ...
However, these methods are not tailored to deal with many treatment options. In this article, we propose estimating the latent multiple group structure of ...
Extensive empirical results in simulation studies and real data analysis demonstrate that GROWL enjoys better performance than several other existing methods.
In this article, we propose estimating the latent multiple group structure of treatments and associated optimal group-structured ITRs within a single ...
Learning Optimal Group-structured Individualized. Treatment Rules with Many Treatments. Haixu Ma*, Donglin Zeng, Yufeng Liu. ▷ Department of Statistics and ...
Nov 12, 2024 · In this article, we propose GRoup Outcome Weighted Learning (GROWL) to estimate the latent structure in the treatment space and the optimal ...
People also ask
What is the individualized treatment rule?
What is an individualized treatment plan?
Mar 6, 2024 · In this article, we propose GRoup Outcome Weighted Learning (GROWL) to estimate the latent structure in the treatment space and the optimal ...
Jan 1, 2024 · In addition, our method simultaneously learns the optimal group-structured ITR and clusters the treatments. Different from the two-step method ...
Oct 31, 2022 · This paper is concerned with learning the optimal individualized treatment rules when the number of treatment arms is large, and some groups ...