Modeling extreme events in spatial domain by copula graphical models. - Hang Yu 002; Zheng Choo; Wayne Isaac T. Uy; Justin Dauwels; Philip Jonathan (FUSION, 2012)

Copula Gaussian multiscale graphical models with application to geophysical modeling. - Hang Yu 002; Justin Dauwels; Xu Zhang; Shiyan Xu; Wayne Isaac T. Uy (FUSION, 2012)

Modeling Spatial Extremes via Ensemble-of-Trees of Pairwise Copulas. - Hang Yu 002; Wayne Isaac T. Uy; Justin Dauwels (IEEE Trans. Signal Process., 2017)

Specification of Additional Information for Solving Stochastic Inverse Problems. - Wayne Isaac T. Uy; Mircea Grigoriu (SIAM J. Sci. Comput., 2019)

Time evolution of the characteristic and probability density function of diffusion processes via neural networks. - Wayne Isaac Tan Uy; Mircea Grigoriu (CoRR, 2020)

Probabilistic error estimation for non-intrusive reduced models learned from data of systems governed by linear parabolic partial differential equations. - Wayne Isaac Tan Uy; Benjamin Peherstorfer (CoRR, 2020)

Operator Inference of Non-Markovian Terms for Learning Reduced Models from Partially Observed State Trajectories. - Wayne Isaac Tan Uy; Benjamin Peherstorfer (J. Sci. Comput., 2021)

Reduced models with nonlinear approximations of latent dynamics for model premixed flame problems. - Wayne Isaac Tan Uy; Christopher R. Wentland; Cheng Huang; Benjamin Peherstorfer (CoRR, 2022)

Lookahead data-gathering strategies for online adaptive model reduction of transport-dominated problems. - Rodrigo Singh; Wayne Isaac Tan Uy; Benjamin Peherstorfer (CoRR, 2023)

Active Operator Inference for Learning Low-Dimensional Dynamical-System Models from Noisy Data. - Wayne Isaac Tan Uy; Yuepeng Wang 006; Yuxiao Wen; Benjamin Peherstorfer (SIAM J. Sci. Comput., 2023)

Operator inference with roll outs for learning reduced models from scarce and low-quality data. - Wayne Isaac Tan Uy; Dirk Hartmann; Benjamin Peherstorfer (Comput. Math. Appl., 2023)

GenFormer: A Deep-Learning-Based Approach for Generating Multivariate Stochastic Processes. - Haoran Zhao; Wayne Isaac Tan Uy (CoRR, 2024)