Hengrui Cai
College of Sciences
Works (3)
Updated: June 11th, 2024 15:31
2022 article
CAPITAL: Optimal subgroup identification via constrained policy tree search
Cai, H., Lu, W., West, R. M., Mehrotra, D. V., & Huang, L. (2022, July 7). Statistics in Medicine, Vol. 7.
author keywords: constrained policy tree search; optimal subgroup identification; personalized medicine
MeSH headings : Algorithms; Humans; Policy; Precision Medicine / methods; Research Design
topics (OpenAlex): Advanced Causal Inference Techniques; Statistical Methods and Inference; Liver Disease Diagnosis and Treatment
TL;DR:
This article presents an optimal subgroup selection rule (SSR) that maximizes the number of selected patients, and in the meantime, achieves the pre‐specified clinically meaningful mean outcome, such as the average treatment effect.
(via Semantic Scholar)
open access via arxiv.org (repository)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
16. Peace, Justice and Strong Institutions
(OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: July 26, 2022
2022 article
Estimating ancient biogeographic patterns with statistical model discrimination
Gates, T. A., Cai, H., Hu, Y., Han, X., Griffith, E., Burgener, L., … Zanno, L. E. (2022, September 23). The Anatomical Record, Vol. 9.
author keywords: biogeography; dinosaur; ecology; linear regression; phylogenetics
MeSH headings : Animals; Phylogeny; Biological Evolution; Fossils; Dinosaurs; Models, Statistical
topics (OpenAlex): Evolution and Paleontology Studies; Ecology and Vegetation Dynamics Studies; Paleontology and Evolutionary Biology
UN Sustainable Development Goal Categories
10. Reduced Inequalities
(OpenAlex)
15. Life on Land
(Web of Science)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: September 25, 2022
2021 article
GEAR: On optimal decision making with auxiliary data
Cai, H., Song, R., & Lu, W. (2021, June 29). Stat, Vol. 12.
author keywords: augmented inverse propensity weighted estimation; auxiliary data; individualized treatment rule; optimal treatment decision making
topics (OpenAlex): Advanced Causal Inference Techniques; Statistical Methods and Inference; Statistical Methods and Bayesian Inference
TL;DR:
An auGmented inverse propensity weighted Experimental and Auxiliary sample-based decision Rule (GEAR) is proposed by maximizing the augmented inverse susceptibility weighted value estimator over a class of decision rules using the experimental sample, with the primary outcome being imputed based on the auxiliary sample.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
16. Peace, Justice and Strong Institutions
(OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: August 9, 2021