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07/04/2023
Efficient Estimation of Average Treatment Effect on the Treated under Endogenous Treatment Assignment
In this paper, we consider estimation of average treatment effect on the...
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02/24/2023
Personalized Two-sided Dose Interval
In many clinical practices, the goal of medical interventions or therapi...
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12/23/2022
Sufficient Dimension Reduction for Populations with Structured Heterogeneity
A key challenge in building effective regression models for large and di...
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06/29/2022
Non-convex SVM for cancer diagnosis based on morphologic features of tumor microenvironment
The surroundings of a cancerous tumor impact how it grows and develops i...
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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...
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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)...
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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...
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06/27/2021
A Generalizability Score for Aggregate Causal Effect
Scientists frequently generalize population level causal quantities such...
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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 ...
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02/19/2021
Studentized Permutation Method for Comparing Restricted Mean Survival Times with Small Sample from Randomized Trials
Recent observations, especially in cancer immunotherapy clinical trials ...
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10/26/2020
Relative Contrast Estimation and Inference for Treatment Recommendation
When there are resource constraints, it is important to rank or estimate...
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09/21/2018
Subgroup Identification Using the personalized Package
A plethora of disparate statistical methods have been proposed for subgr...
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04/15/2018