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08/26/2023
Estimation and Hypothesis Testing of Derivatives in Smoothing Spline ANOVA Models
This article studies the derivatives in models that flexibly characteriz...
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06/27/2023
Multivariate Rank-Based Analysis of Multiple Endpoints in Clinical Trials: A Global Test Approach
Clinical trials often involve the assessment of multiple endpoints to co...
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06/11/2023
On the Confidence Intervals in Bioequivalence Studies
A bioequivalence study is a type of clinical trial designed to compare t...
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01/10/2023
Semiparametric Regression for Spatial Data via Deep Learning
In this work, we propose a deep learning-based method to perform semipar...
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11/17/2022
Variable selection for nonlinear Cox regression model via deep learning
Variable selection problem for the nonlinear Cox regression model is con...
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04/04/2022
Deep Feature Screening: Feature Selection for Ultra High-Dimensional Data via Deep Neural Networks
The applications of traditional statistical feature selection methods to...
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06/07/2021
Calibrating multi-dimensional complex ODE from noisy data via deep neural networks
Ordinary differential equations (ODEs) are widely used to model complex ...
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11/09/2020
A Computationally Efficient Classification Algorithm in Posterior Drift Model: Phase Transition and Minimax Adaptivity
In massive data analysis, training and testing data often come from very...
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07/05/2019
On the Convergence Rate of the Quasi- to Stationary Distribution for the Shiryaev--Roberts Diffusion
For the classical Shiryaev--Roberts martingale diffusion considered on t...
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04/05/2019