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Matthew Sainsbury-Dale
Matthew Sainsbury-Dale
Verificeret mail på kaust.edu.sa
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Likelihood-free parameter estimation with neural Bayes estimators
M Sainsbury-Dale, A Zammit-Mangion, R Huser
The American Statistician 78 (1), 1-14, 2024
42*2024
Basis-function models in spatial statistics
N Cressie, M Sainsbury-Dale, A Zammit-Mangion
Annual Review of Statistics and Its Application 9, 373-400, 2022
402022
Neural Bayes estimators for irregular spatial data using graph neural networks
M Sainsbury-Dale, J Richards, A Zammit-Mangion, R Huser
arXiv preprint arXiv:2310.02600, 2023
222023
Neural Bayes estimators for censored inference with peaks-over-threshold models
J Richards, M Sainsbury-Dale, A Zammit-Mangion, R Huser
Journal of Machine Learning Research 25 (390), 1-49, 2024
20*2024
Neural Methods for Amortized Inference
A Zammit-Mangion, M Sainsbury-Dale, R Huser
arXiv preprint arXiv:2404.12484, 2024
18*2024
Modeling big, heterogeneous, non-gaussian spatial and spatio-temporal data using FRK
M Sainsbury-Dale, A Zammit-Mangion, N Cressie
Journal of Statistical Software 108, 1-39, 2024
112024
FRK: Fixed Rank Kriging
A Zammit-Mangion, M Sainsbury-Dale
R package version 2.1.5, 2021
92021
Neural Parameter Estimation with Incomplete Data
M Sainsbury-Dale, A Zammit-Mangion, N Cressie, R Huser
arXiv preprint arXiv:2501.04330, 2025
2025
Efficient Inference for Spatial and Spatio-Temporal Statistical Models Using Basis-Function and Deep-Learning Methods
M Sainsbury-Dale
Bulletin of the Australian Mathematical Society, 1-2, 2024
2024
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