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20142026
most citedEstimation of Treatment Effects in Matched-Pair Cluster Randomized Trials by Calibrating Covariate Imbalance between Clusters

10 citations · 34 across the 21 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

cs.LG2022★ 1 cited

Dynamic Survival Transformers for Causal Inference with Electronic Health Records

Prayag Chatha, Yixin Wang, Zhenke Wu +1

In medicine, researchers often seek to infer the effects of a given treatment on patients' outcomes. However, the standard methods for causal survival analysis make simplistic assu…

stat.ME2022

Outcome Adaptive Propensity Score Methods for Handling Censoring and High-Dimensionality: Application to Insurance Claims

Youfei Yu, Jiacong Du, Min Zhang +3

Propensity scores are commonly used to reduce the confounding bias in non-randomized observational studies for estimating the average treatment effect. An important assumption unde…

stat.AP2022

Variance as a predictor of health outcomes: Subject-level trajectories and variability of sex hormones to predict body fat changes in peri- and post-menopausal women

Irena Chen, Zhenke Wu, Siobán D. Harlow +3

Longitudinal biomarker data and cross-sectional outcomes are routinely collected in modern epidemiology studies, often with the goal of informing tailored early intervention decisi…

stat.ME2022★ 1 cited

baker: An R package for Nested Partially-Latent Class Models

Irena B Chen, Qiyuan Shi, Scott L Zeger +1

This paper describes and illustrates the functionality of the baker R package. The package estimates a suite of nested partially-latent class models (NPLCM) for multivariate binary…

stat.AP2022★ 1 cited

Probabilistic Learning of Treatment Trees in Cancer

Tsung-Hung Yao, Zhenke Wu, Karthik Bharath +2

Accurate identification of synergistic treatment combinations and their underlying biological mechanisms is critical across many disease domains, especially cancer. In translationa…