4 papers
Emulators for Large-scale Computer Experiments with Quantitative and Qualitative Inputs
Anita Shahrokhian, Youngdeok Hwang, C. Devon Lin
Computer experiments with both quantitative and qualitative inputs have become common across various areas. However, constructing accurate and computationally efficient emulators f…
Design of Experiments for Emulations: A Selective Review from a Modeling Perspective
Xinwei Deng, Lulu Kang, C. Devon Lin
Space-filling designs are crucial for efficient computer experiments, enabling accurate surrogate modeling and uncertainty quantification in many scientific and engineering applica…
Adaptive Design for Contour Estimation from Computer Experiments with Quantitative and Qualitative Inputs
A. Shahrokhian, X. Deng, C. D. Lin +2
Computer experiments with quantitative and qualitative inputs are widely used to study many scientific and engineering processes. Much of the existing work has focused on design an…
Active Learning of Computer Experiment with both Quantitative and Qualitative Inputs
Anita Shahrokhian, Xinwei Deng, C. Devon Lin
Computer experiments refer to the study of real systems using complex simulation models. They have been widely used as alternatives to physical experiments. Design and analysis of…