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Hossein Mohammadi
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An analytic comparison of regularization methods for Gaussian processes
H Mohammadi, RL Riche, N Durrande, E Touboul, X Bay
arXiv preprint arXiv:1602.00853, 2016
392016
Emulating dynamic non-linear simulators using Gaussian processes
H Mohammadi, P Challenor, M Goodfellow
Computational statistics & data analysis 139, 178-196, 2019
252019
Making EGO and CMA-ES complementary for global optimization
H Mohammadi, R Le Riche, E Touboul
Learning and Intelligent Optimization: 9th International Conference, LION 9 …, 2015
242015
Kriging-based black-box global optimization: analysis and new algorithms
H Mohammadi
Ecole Nationale Supérieure des Mines de Saint-Etienne, 2016
152016
A robust Kriging model for predicting accumulative outflow from a mature reservoir considering a new horizontal well
H Mohammadi, A Seifi, T Foroud
Journal of Petroleum Science and Engineering 82, 113-119, 2012
152012
Emulating computer models with step-discontinuous outputs using gaussian processes
H Mohammadi, P Challenor, M Goodfellow, D Williamson
arXiv preprint arXiv:1903.02071, 2019
132019
Cross-validation based adaptive sampling for Gaussian process models
H Mohammadi, P Challenor, D Williamson, M Goodfellow
SIAM/ASA Journal on Uncertainty Quantification 10, 294-316, 2022
102022
Cardiopulmonary responses to maximal aerobic exercise in patients with cystic fibrosis
CA Williams, KCA Wedgwood, H Mohammadi, K Prouse, OW Tomlinson, ...
PloS one 14 (2), e0211219, 2019
82019
A detailed analysis of kernel parameters in Gaussian process-based optimization
H Mohammadi, R Le Riche, E Touboul
Ecole Nationale Supérieure des Mines; LIMOS, 2015
52015
Small ensembles of kriging models for optimization
H Mohammadi, RL Riche, E Touboul
arXiv preprint arXiv:1603.02638, 2016
32016
Complex model calibration through emulation, a worked example for a stochastic epidemic model
M Dunne, H Mohammadi, P Challenor, R Borgo, T Porphyre, I Vernon, ...
Epidemics 39, 100574, 2022
22022
Emulating complex dynamical simulators with random Fourier features
H Mohammadi, P Challenor, M Goodfellow
arXiv preprint arXiv:2104.14987, 2021
22021
Prediction of accumulated outflow from a fractured hydrocarbon reservoir using metamodeling
A Seifi, MB Kazemzadeh, H Mohammadi
Petroleum Exploration and Development 40 (2), 230-235, 2013
22013
Sequential adaptive design for emulating costly computer codes
H Mohammadi, P Challenor
arXiv preprint arXiv:2206.12113, 2022
12022
Variance-based global sensitivity analysis of numerical models using R
H Mohammadi, P Challenor, C Prieur
arXiv preprint arXiv:2206.11348, 2022
2022
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Articles 1–15