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06/10/2023
K-Tensors: Clustering Positive Semi-Definite Matrices
This paper introduces a novel self-consistency clustering algorithm (K-T...
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05/03/2022
Bayesian index models for heterogeneous treatment effects
The general idea of this article is to develop a Bayesian model with a f...
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03/07/2022
A Single Index Model for Longitudinal Outcomes to Optimize Individual Treatment Decision Rules
A pressing challenge in medical research is to identify optimal treatmen...
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02/08/2022
Unsupervised Bayesian classification for models with scalar and functional covariates
We consider unsupervised classification by means of a latent multinomial...
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05/30/2020
A single-index model with a surface-link for optimizing individualized dose rules
This paper focuses on the problem of modeling and estimating interaction...
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05/30/2020
Constrained functional additive models for estimating interactions between a treatment and functional covariates
A novel functional additive model is proposed which is uniquely modified...
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05/30/2020
A constrained sparse additive model for treatment effect-modifier selection
Sparse additive modeling is a class of effective methods for performing ...
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05/30/2020