Guanhua Chen

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University of Wisconsin-Madison

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University of North Carolina at Chapel Hill

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The University of Hong Kong

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∙ 02/24/2022

Policy Learning for Optimal Individualized Dose Intervals

We study the problem of learning individualized dose intervals using obs...

Guanhua Chen, et al. ∙

∙ 01/20/2022

Entropy Balancing for Generalizing Causal Estimation with Summary-level Information

In this paper, we focus on estimating the average treatment effect (ATE)...

Rui Chen, et al. ∙

∙ 11/18/2021

Optimal Allocation of Water and Sanitation Facilities To Prevent Communicable Diarrheal Diseases in Senegal Under Partial Interference

For several decades, Senegal has faced inadequate water, sanitation, and...

Chan Park, et al. ∙

∙ 10/16/2021

Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation

This paper demonstrates that multilingual pretraining, a proper fine-tun...

Guanhua Chen, et al. ∙

∙ 09/02/2021

A Phylogeny-based Test of Mediation Effect in Microbiome

Recent studies suggest that the microbiome can be an important mediator ...

Qilin Hong, et al. ∙

∙ 07/15/2021

Independence weights for causal inference with continuous exposures

Studying causal effects of continuous exposures is important for gaining...

Jared D. Huling, et al. ∙

∙ 06/27/2021

A Generalizability Score for Aggregate Causal Effect

Scientists frequently generalize population level causal quantities such...

Rui Chen, et al. ∙

∙ 05/19/2021

More Generalizable Models For Sepsis Detection Under Covariate Shift

Sepsis is a major cause of mortality in the intensive care units (ICUs)....

Jifan Gao, et al. ∙

∙ 05/03/2021

Robust Sample Weighting to Facilitate Individualized Treatment Rule Learning for a Target Population

Learning individualized treatment rules (ITRs) is an important topic in ...

Rui Chen, et al. ∙

∙ 04/18/2021

Zero-shot Cross-lingual Transfer of Neural Machine Translation with Multilingual Pretrained Encoders

Previous works mainly focus on improving cross-lingual transfer for NLU ...

Guanhua Chen, et al. ∙

∙ 11/16/2020

Causal inference methods for combining randomized trials and observational studies: a review

With increasing data availability, treatment causal effects can be evalu...

Bénédicte Colnet, et al. ∙

∙ 03/15/2020

Propagation analysis and prediction of the COVID-19

Based on the official data modeling, this paper studies the transmission...

Lixiang Li, et al. ∙

∙ 08/03/2018

Constructing Stabilized Dynamic Treatment Regimes

We propose a new method termed stabilized O-learning for deriving stabil...

Ying-Qi Zhao, et al. ∙

∙ 07/11/2014

Biclustering Via Sparse Clustering

In many situations it is desirable to identify clusters that differ with...

Qian Liu, et al. ∙