3 papers
stat.AP2026
Multi-output Extreme Spatial Model for Complex Aircraft Production Systems
Cheolhei Lee, Xing Wang, Xiaowei Yue +1
Problem definition: Data-driven models in machine learning have enabled efficient management of production systems. However, a majority of machine learning models are devoted to mo…
cs.LG2025
R^2-HGP: A Double-Regularized Gaussian Process for Heterogeneous Transfer Learning
Duo Wang, Xinming Wang, Chao Wang +2
Multi-output Gaussian process (MGP) models have attracted significant attention for their flexibility and uncertainty-quantification capabilities, and have been widely adopted in m…
stat.ML2025
Local transfer learning Gaussian process modeling, with applications to surrogate modeling of expensive computer simulators
Xinming Wang, Simon Mak, John Miller +1
A critical bottleneck for scientific progress is the costly nature of computer simulations for complex systems. Surrogate models provide an appealing solution: such models are trai…