| Deep neural network modeling of unknown partial differential equations in nodal space Z Chen, V Churchill, K Wu, D Xiu Journal of Computational Physics 449, 110782, 2022 | 46 | 2022 |
| Edge-adaptive l2 regularization image reconstruction from non-uniform Fourier data V Churchill, R Archibald, A Gelb Inverse Problems and Imaging 13 (5), 931-958, 2019 | 15 | 2019 |
| Robust modeling of unknown dynamical systems via ensemble averaged learning V Churchill, S Manns, Z Chen, D Xiu Journal of Computational Physics 474, 111842, 2023 | 12 | 2023 |
| Flow Map Learning for Unknown Dynamical Systems: Overview, Implementation, and Benchmarks V Churchill, D Xiu Journal of Machine Learning for Modeling and Computing 4 (2), 2023 | 12 | 2023 |
| Deep Learning of Chaotic Systems from Partially-Observed Data V Churchill, D Xiu Journal of Machine Learning for Modeling and Computing 3 (3), 97-119, 2022 | 9 | 2022 |
| Detecting edges from non-uniform fourier data via sparse bayesian learning V Churchill, A Gelb Journal of Scientific Computing 80 (2), 762-783, 2019 | 8 | 2019 |
| Sampling-based Spotlight SAR Image Reconstruction from Phase History Data for Speckle Reduction and Uncertainty Quantification V Churchill, A Gelb SIAM/ASA Journal on Uncertainty Quantification 10 (3), 1225-1249, 2022 | 7 | 2022 |
| DNN modeling of partial differential equations with incomplete data V Churchill, Y Chen, Z Xu, D Xiu Journal of Computational Physics 493, 112502, 2023 | 4 | 2023 |
| Sub-aperture SAR imaging with uncertainty quantification V Churchill, A Gelb Inverse Problems 39 (5), 054004, 2023 | 4 | 2023 |
| Image reconstruction enhancement via masked regularization V Churchill, A Gelb arXiv preprint arXiv:1902.00092, 2019 | 4 | 2019 |
| Estimation and uncertainty quantification for piecewise smooth signal recovery V Churchill, A Gelb Journal of Computational Mathematics 41 (2), 246-262, 2023 | 3 | 2023 |
| Learning Fine Scale Dynamics from Coarse Observations via Inner Recurrence V Churchill, D Xiu Journal of Machine Learning for Modeling and Computing 3 (3), 61-77, 2022 | 2 | 2022 |
| Edge-masked CT image reconstruction from limited data V Churchill, A Gelb 15th International Meeting on Fully Three-Dimensional Image Reconstruction …, 2019 | 2 | 2019 |
| Total variation Bayesian learning via synthesis V Churchill, A Gelb arXiv preprint arXiv:1905.01199, 2019 | 2 | 2019 |
| Unraveling Consumer Purchase Journey Using Neural Network Models V Churchill, HA Li, D Xiu Journal of Machine Learning for Modeling and Computing 5 (1), 2024 | 1 | 2024 |
| Use of convexity in contour detection V Churchill arXiv preprint arXiv:1905.13187, 2019 | 1 | 2019 |
| Principal Component Flow Map Learning of PDEs from incomplete, limited, and noisy data V Churchill Journal of Computational Physics, 113730, 2025 | | 2025 |
Dongbin XiuProfessor of Mathematics, The Ohio State UniversityVerified email at osu.edu