School of Mathematics & Statistics

Mr David Dalton

  • Research Associate (Statistics)

Publications

List by: Type | Date

Jump to: 2026 | 2024 | 2023 | 2022 | 2021 | 2020
Number of items: 14.

2026

Dalton, David, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2026) Finite-element Gaussian processes for the machine learning of steady-state linear partial differential equations. Computer Methods in Applied Mechanics and Engineering, 451, 118580. (doi: 10.1016/j.cma.2025.118580)

Dalton, David, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2026) FlowPINNs: a Variational Framework for PDE Parameter Inference and Uncertainty Quantification. In: Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics (AISTATS 2026), Tangier, Morocco, 02-05 May 2026, (Accepted for Publication)

Dubey, Vijay K., Haese, Collin E., Gültekin, Osman, Dalton, David, Rausch, Manuel K. and Fuhg, Jan (2026) Graph neural network surrogates for contacting deformable bodies with necessary and sufficient contact detection. Computer Methods in Applied Mechanics and Engineering, 448, 118413. (doi: 10.1016/j.cma.2025.118413)

2024

Dalton, David, Lazarus, Alan, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2024) Boundary constrained Gaussian processes for robust physics-informed machine learning of linear partial differential equations. Journal of Machine Learning Research, 25(272), pp. 1-61.

Dalton, David, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2024) Physics and Lie Symmetry Informed Gaussian Processes. In: 41st International Conference on Machine Learning, Vienna, Austria, 21-27 Jul 2024, pp. 9953-9975.

2023

Dalton, David, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2023) Physics-informed graph neural network emulation of soft-tissue mechanics computer methods in applied mechanics and engineering. Computer Methods in Applied Mechanics and Engineering, 417(A), 116351. (doi: 10.1016/j.cma.2023.116351)

Rabbani, Arash, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435, Lazarus, Alan, Dalton, David, Ge, Yuzhang, Mangion, Kenneth, Berry, Colin ORCID logoORCID: https://orcid.org/0000-0002-4547-8636 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2023) Image-based estimation of the left ventricular cavity volume using deep learning and Gaussian process with cardio-mechanical applications. Computerized Medical Imaging and Graphics, 106, 102203. (doi: 10.1016/j.compmedimag.2023.102203) (PMID:36848766)

2022

Dalton, David, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2022) Emulation of cardiac mechanics using Graph Neural Networks. Computer Methods in Applied Mechanics and Engineering, 401(B), 115645. (doi: 10.1016/j.cma.2022.115645)

Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413, Dalton, David, Lazarus, Alan and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2022) Forward and Inverse Uncertainty Quantification in Cardiac Mechanics. 4th International Conference on Statistics: Theory and Applications (ICSTA 22), Prague, Czech Republic, 28-30 July 2022. (doi: 10.11159/icsta22.161)

Lazarus, Alan, Dalton, David, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2022) Sensitivity analysis and inverse uncertainty quantification for the left ventricular passive mechanics. Biomechanics and Modeling in Mechanobiology, 21(3), pp. 953-982. (doi: 10.1007/s10237-022-01571-8) (PMID:35377030) (PMCID:PMC9132878)

2021

Romaszko, Lukasz, Borowska, Agnieszka ORCID logoORCID: https://orcid.org/0000-0001-9123-6227, Lazarus, Alan, Dalton, David, Berry, Colin ORCID logoORCID: https://orcid.org/0000-0002-4547-8636, Luo, Xiaoyu ORCID logoORCID: https://orcid.org/0000-0002-8753-4210, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2021) Neural network-based left ventricle geometry prediction from CMR images with application in biomechanics. Artificial Intelligence In Medicine, 119, 102140. (doi: 10.1016/j.artmed.2021.102140)

Dalton, David, Lazarus, Alan, Rabbani, Arash, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2021) Graph Neural Network Emulation of Cardiac Mechanics. In: 3rd International Conference on Statistics: Theory and Applications (ICSTA'21), 29-31 Jul 2021, p. 127. ISBN 9781927877913 (doi: 10.11159/icsta21.127)

2020

Dalton, David, Lazarus, Alan and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2020) Comparative evaluation of different emulators for cardiac mechanics. In: Ladde, Gangaram and Noelle, Samia (eds.) Proceedings of the 2nd International Conference on Statistics: Theory and Applications (ICSTA'20). Avestia Publishing: Ottawa, Canada, p. 126. ISBN 9781927877685 (doi: 10.11159/icsta20.126)

Dalton, David and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2020) Improved statistical emulation for a soft-tissue cardiac mechanical model. In: Irigoien, Itziar, Lee, Dae-Jin, Martínez-Minaya, Joaquín and Rodríguez-Álvarez, María Xosé (eds.) Proceedings of the 35th International Workshop on Statistical Modelling. Servicio Editorial de la Universidad del País Vasco: Bilbao, Spain, pp. 55-60. ISBN 9788413192673

This list was generated on Wed Feb 11 03:07:53 2026 GMT.
Jump to: Articles | Book Sections | Conference or Workshop Item | Conference Proceedings
Number of items: 14.

Articles

Dalton, David, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2026) Finite-element Gaussian processes for the machine learning of steady-state linear partial differential equations. Computer Methods in Applied Mechanics and Engineering, 451, 118580. (doi: 10.1016/j.cma.2025.118580)

Dubey, Vijay K., Haese, Collin E., Gültekin, Osman, Dalton, David, Rausch, Manuel K. and Fuhg, Jan (2026) Graph neural network surrogates for contacting deformable bodies with necessary and sufficient contact detection. Computer Methods in Applied Mechanics and Engineering, 448, 118413. (doi: 10.1016/j.cma.2025.118413)

Dalton, David, Lazarus, Alan, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2024) Boundary constrained Gaussian processes for robust physics-informed machine learning of linear partial differential equations. Journal of Machine Learning Research, 25(272), pp. 1-61.

Dalton, David, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2023) Physics-informed graph neural network emulation of soft-tissue mechanics computer methods in applied mechanics and engineering. Computer Methods in Applied Mechanics and Engineering, 417(A), 116351. (doi: 10.1016/j.cma.2023.116351)

Rabbani, Arash, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435, Lazarus, Alan, Dalton, David, Ge, Yuzhang, Mangion, Kenneth, Berry, Colin ORCID logoORCID: https://orcid.org/0000-0002-4547-8636 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2023) Image-based estimation of the left ventricular cavity volume using deep learning and Gaussian process with cardio-mechanical applications. Computerized Medical Imaging and Graphics, 106, 102203. (doi: 10.1016/j.compmedimag.2023.102203) (PMID:36848766)

Dalton, David, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2022) Emulation of cardiac mechanics using Graph Neural Networks. Computer Methods in Applied Mechanics and Engineering, 401(B), 115645. (doi: 10.1016/j.cma.2022.115645)

Lazarus, Alan, Dalton, David, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2022) Sensitivity analysis and inverse uncertainty quantification for the left ventricular passive mechanics. Biomechanics and Modeling in Mechanobiology, 21(3), pp. 953-982. (doi: 10.1007/s10237-022-01571-8) (PMID:35377030) (PMCID:PMC9132878)

Romaszko, Lukasz, Borowska, Agnieszka ORCID logoORCID: https://orcid.org/0000-0001-9123-6227, Lazarus, Alan, Dalton, David, Berry, Colin ORCID logoORCID: https://orcid.org/0000-0002-4547-8636, Luo, Xiaoyu ORCID logoORCID: https://orcid.org/0000-0002-8753-4210, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2021) Neural network-based left ventricle geometry prediction from CMR images with application in biomechanics. Artificial Intelligence In Medicine, 119, 102140. (doi: 10.1016/j.artmed.2021.102140)

Book Sections

Dalton, David, Lazarus, Alan and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2020) Comparative evaluation of different emulators for cardiac mechanics. In: Ladde, Gangaram and Noelle, Samia (eds.) Proceedings of the 2nd International Conference on Statistics: Theory and Applications (ICSTA'20). Avestia Publishing: Ottawa, Canada, p. 126. ISBN 9781927877685 (doi: 10.11159/icsta20.126)

Dalton, David and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2020) Improved statistical emulation for a soft-tissue cardiac mechanical model. In: Irigoien, Itziar, Lee, Dae-Jin, Martínez-Minaya, Joaquín and Rodríguez-Álvarez, María Xosé (eds.) Proceedings of the 35th International Workshop on Statistical Modelling. Servicio Editorial de la Universidad del País Vasco: Bilbao, Spain, pp. 55-60. ISBN 9788413192673

Conference or Workshop Item

Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413, Dalton, David, Lazarus, Alan and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2022) Forward and Inverse Uncertainty Quantification in Cardiac Mechanics. 4th International Conference on Statistics: Theory and Applications (ICSTA 22), Prague, Czech Republic, 28-30 July 2022. (doi: 10.11159/icsta22.161)

Conference Proceedings

Dalton, David, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2026) FlowPINNs: a Variational Framework for PDE Parameter Inference and Uncertainty Quantification. In: Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics (AISTATS 2026), Tangier, Morocco, 02-05 May 2026, (Accepted for Publication)

Dalton, David, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 (2024) Physics and Lie Symmetry Informed Gaussian Processes. In: 41st International Conference on Machine Learning, Vienna, Austria, 21-27 Jul 2024, pp. 9953-9975.

Dalton, David, Lazarus, Alan, Rabbani, Arash, Gao, Hao ORCID logoORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2021) Graph Neural Network Emulation of Cardiac Mechanics. In: 3rd International Conference on Statistics: Theory and Applications (ICSTA'21), 29-31 Jul 2021, p. 127. ISBN 9781927877913 (doi: 10.11159/icsta21.127)

This list was generated on Wed Feb 11 03:07:53 2026 GMT.

Research datasets

Jump to: 2022
Number of items: 1.

2022

Dalton, D., Gao, H. and Husmeier, D. (2022) Data From: Emulation of Cardiac Mechanics using Graph Neural Networks. [Data Collection]

This list was generated on Wed Feb 11 01:50:31 2026 GMT.