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09/14/2023
Flexible Functional Treatment Effect Estimation
We study treatment effect estimation with functional treatments where th...
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02/26/2023
Independence-Encouraging Subsampling for Nonparametric Additive Models
The additive model is a popular nonparametric regression method due to i...
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09/21/2022
Off-Policy Evaluation for Episodic Partially Observable Markov Decision Processes under Non-Parametric Models
We study the problem of off-policy evaluation (OPE) for episodic Partial...
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05/03/2021
Proximal Learning for Individualized Treatment Regimes Under Unmeasured Confounding
Data-driven individualized decision making has recently received increas...
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09/24/2020
A Wavelet-Based Independence Test for Functional Data with an Application to MEG Functional Connectivity
Measuring and testing the dependency between multiple random functions i...
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08/29/2020
Low-Rank Covariance Function Estimation for Multidimensional Functional Data
Multidimensional function data arise from many fields nowadays. The cova...
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08/20/2020
Functional Data Analysis with Causation in Observational Studies: Covariate Balancing Functional Propensity Score for Functional Treatments
Functional data analysis, which handles data arising from curves, surfac...
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04/13/2020