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09/16/2023
Fast Approximation of the Shapley Values Based on Order-of-Addition Experimental Designs
Shapley value is originally a concept in econometrics to fairly distribu...
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03/21/2023
Optimal Individualized Treatment Rule for Combination Treatments Under Budget Constraints
The individualized treatment rule (ITR), which recommends an optimal tre...
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12/23/2022
Learning Optimal Dynamic Treatment Regime Subject to Stagewise Risk Controls
Dynamic treatment regimes (DTRs) aim at tailoring individualized sequent...
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12/07/2021
Stabilized Direct Learning for Efficient Estimation of Individualized Treatment Rules
In recent years, the field of precision medicine has seen many advanceme...
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11/08/2021
Query-augmented Active Metric Learning
In this paper we propose an active metric learning method for clustering...
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05/13/2021
Deep Neural Networks Guided Ensemble Learning for Point Estimation in Finite Samples
As one of the most important estimators in classical statistics, the uni...
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05/10/2021
Model-Assisted Uniformly Honest Inference for Optimal Treatment Regimes in High Dimension
This paper develops new tools to quantify uncertainty in optimal decisio...
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04/06/2020
Near-optimal Individualized Treatment Recommendations
Individualized treatment recommendation (ITR) is an important analytic f...
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01/31/2020
Boosting Algorithms for Estimating Optimal Individualized Treatment Rules
We present nonparametric algorithms for estimating optimal individualize...
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01/14/2020
Multicategory Angle-based Learning for Estimating Optimal Dynamic Treatment Regimes with Censored Data
An optimal dynamic treatment regime (DTR) consists of a sequence of deci...
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11/15/2018
Quantile Regression Modeling of Recurrent Event Risk
Progression of chronic disease is often manifested by repeated occurrenc...
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06/18/2018
Quantile Regression of Latent Longitudinal Trajectory Features
Quantile regression has demonstrated promising utility in longitudinal d...
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04/15/2018
Estimating Individualized Optimal Combination Therapies through Outcome Weighted Deep Learning Algorithms
With the advancement in drug development, multiple treatments are availa...
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04/13/2018