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05/12/2023
Sequential Designs for Filling Output Spaces
Space-filling designs are commonly used in computer experiments to fill ...
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12/02/2022
Adaptive Exploration and Optimization of Materials Crystal Structures
A central problem of materials science is to determine whether a hypothe...
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09/27/2022
Multi-Stage Multi-Fidelity Gaussian Process Modeling, with Application to Heavy-Ion Collisions
In an era where scientific experimentation is often costly, multi-fideli...
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02/07/2022
Optimal Ratio for Data Splitting
It is common to split a dataset into training and testing sets before fi...
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10/06/2021
Data Twinning
In this work, we develop a method named Twinning, for partitioning a dat...
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04/24/2021
Constrained Minimum Energy Designs
Space-filling designs are important in computer experiments, which are c...
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12/26/2020
Population Quasi-Monte Carlo
Monte Carlo methods are widely used for approximating complicated, multi...
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12/20/2020
SPlit: An Optimal Method for Data Splitting
In this article we propose an optimal method referred to as SPlit for sp...
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08/02/2020
Robust Experimental Designs for Model Calibration
A computer model can be used for predicting an output only after specify...
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10/12/2019
Adaptive design for Gaussian process regression under censoring
A key objective in engineering problems is to predict an unknown experim...
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10/03/2019
Function-on-function kriging, with applications to 3D printing of aortic tissues
3D-printed medical phantoms, which use synthetic metamaterials to mimic ...
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12/25/2017
Space-Filling Designs for Robustness Experiments
To identify the robust settings of the control factors, it is very impor...
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12/24/2017