Randomized algorithms for generalized Hermitian eigenvalue problems with application to computing Karhunen-Loève expansion. - Arvind K. Saibaba; Jonghyun Lee 005; Peter K. Kitanidis (Numer. Linear Algebra Appl., 2016)

PBBFMM3D: a Parallel Black-Box Fast Multipole Method for Non-oscillatory Kernels. - Ruoxi Wang; Chao Chen 008; Jonghyun Lee 005; Eric Darve (CoRR, 2019)

Preface. - Jonghyun Lee 005; Eric F. Darve; Peter K. Kitanidis; Matthew W. Farthing; Tyler J. Hesser (AAAI Spring Symposium: MLPS, 2020)

Connectivity-informed Drainage Network Generation using Deep Convolution Generative Adversarial Networks. - Sung Eun Kim; Yongwon Seo 002; Junshik Hwang; Hongkyu Yoon; Jonghyun Lee 005 (CoRR, 2020)

Fast and Scalable Earth Texture Synthesis using Spatially Assembled Generative Adversarial Neural Networks. - Sung Eun Kim; Hongkyu Yoon; Jonghyun Lee 005 (CoRR, 2020)

Application of Deep Learning-based Interpolation Methods to Nearshore Bathymetry. - Yizhou Qian; Mojtaba Forghani; Jonghyun Lee 005; Matthew W. Farthing; Tyler J. Hesser; Peter K. Kitanidis; Eric Darve (CoRR, 2020)

Application of deep learning to large scale riverine flow velocity estimation. - Mojtaba Forghani; Yizhou Qian; Jonghyun Lee 005; Matthew W. Farthing; Tyler J. Hesser; Peter K. Kitanidis; Eric F. Darve (CoRR, 2020)

Bathymetric Inversion and Uncertainty Estimation from Synthetic Surf-Zone Imagery with Machine Learning. - Adam Collins; Katherine L. Brodie; Andrew Spicer Bak; Tyler J. Hesser; Matthew W. Farthing; Jonghyun Lee 005; Joseph W. Long (Remote. Sens., 2020)

Deep Learning-based Fast Solver of the Shallow Water Equations. - Mojtaba Forghani; Yizhou Qian; Jonghyun Lee 005; Matthew W. Farthing; Tyler J. Hesser; Peter K. Kitanidis; Eric Darve (AAAI Spring Symposium: MLPS, 2021)

Variational encoder geostatistical analysis (VEGAS) with an application to large scale riverine bathymetry. - Mojtaba Forghani; Yizhou Qian; Jonghyun Lee 005; Matthew W. Farthing; Tyler J. Hesser; Peter K. Kitanidis; Eric F. Darve (CoRR, 2021)

Bayesian Level Set Approach for Inverse Problems with Piecewise Constant Reconstructions. - William Reese; Arvind K. Saibaba; Jonghyun Lee 005 (CoRR, 2021)

PBBFMM3D: A parallel black-box algorithm for kernel matrix-vector multiplication. - Ruoxi Wang; Chao Chen 008; Jonghyun Lee 005; Eric Darve (J. Parallel Distributed Comput., 2021)

A framework for data-driven solution and parameter estimation of PDEs using conditional generative adversarial networks. - Teeratorn Kadeethum; Daniel O'Malley; Jan Niklas Fuhg; Youngsoo Choi; Jonghyun Lee 005; Hari S. Viswanathan; Nikolaos Bouklas (Nat. Comput. Sci., 2021)

Elastic Full-Waveform Inversion Using Both the Multiparametric Approximate Hessian and the Discrete Cosine Transform. - Dawoon Lee; Jonghyun Lee 005; Changsoo Shin; Sungryul Shin; Wookeen Chung (IEEE Trans. Geosci. Remote. Sens., 2022)

Subsurface Characterization using Ensemble-based Approaches with Deep Generative Models. - Jichao Bao; Hongkyu Yoon; Jonghyun Lee 005 (CoRR, 2023)

Multi-fidelity Hamiltonian Monte Carlo. - Dhruv V. Patel; Jonghyun Lee 005; Matthew W. Farthing; Peter K. Kitanidis; Eric F. Darve (CoRR, 2024)

A Neural Operator-Based Emulator for Regional Shallow Water Dynamics. - Peter Rivera-Casillas; Sourav Dutta; Shukai Cai; Mark Loveland; Kamaljyoti Nath; Khemraj Shukla; Corey Jason Trahan; Jonghyun Lee 005; Matthew W. Farthing; Clint Dawson 001 (CoRR, 2025)