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Dario Azzimonti
Dario Azzimonti
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Title
Cited by
Cited by
Year
Adaptive design of experiments for conservative estimation of excursion sets
D Azzimonti, D Ginsbourger, C Chevalier, J Bect, Y Richet
Technometrics 63 (1), 13-26, 2021
492021
Quantifying uncertainties on excursion sets under a Gaussian random field prior
D Azzimonti, J Bect, C Chevalier, D Ginsbourger
SIAM/ASA J. Uncertainty Quantification 4 (1), 850-874, 2016
482016
Reducing probes for quality of transmission estimation in optical networks with active learning
D Azzimonti, C Rottondi, M Tornatore
Journal of Optical Communications and Networking 12 (1), A38-A48, 2020
372020
Recursive estimation for sparse Gaussian process regression
M Schürch, D Azzimonti, A Benavoli, M Zaffalon
Automatica 120, 109127, 2020
362020
Comparison of domain adaptation and active learning techniques for quality of transmission estimation with small-sized training datasets
D Azzimonti, C Rottondi, A Giusti, M Tornatore, A Bianco
Journal of Optical Communications and Networking 13 (1), A56-A66, 2021
322021
Active vs transfer learning approaches for QoT estimation with small training datasets
D Azzimonti, C Rottondi, A Giusti, M Tornatore, A Bianco
Optical Fiber Communication Conference, M4E. 1, 2020
282020
Optical properties of deposit models for paints: full-fields FFT computations and representative volume element
DF Azzimonti, F Willot, D Jeulin
Journal of Modern Optics 60 (7), 519-528, 2013
282013
Estimating orthant probabilities of high dimensional Gaussian vectors with an application to set estimation
D Azzimonti, D Ginsbourger
Journal of Computational and Graphical Statistics 27 (2), 255-267, 2018
272018
Skew Gaussian processes for classification
A Benavoli, D Azzimonti, D Piga
Machine Learning 109 (9), 1877-1902, 2020
242020
Preferential Bayesian optimisation with skew gaussian processes
A Benavoli, D Azzimonti, D Piga
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2021
222021
Probabilistic reconciliation of hierarchical forecast via Bayes’ rule
G Corani, D Azzimonti, JPSC Augusto, M Zaffalon
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2021
212021
A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes
A Benavoli, D Azzimonti, D Piga
Machine Learning 110 (11), 3095-3133, 2021
152021
Using active learning to decrease probes for QoT estimation in optical networks
D Azzimonti, C Rottondi, M Tornatore
Optical Fiber Communication Conference, Th1H. 1, 2019
152019
Probabilistic reconciliation of count time series
G Corani, D Azzimonti, N Rubattu
International Journal of Forecasting 40 (2), 457-469, 2024
112024
Correlated product of experts for sparse Gaussian process regression
M Schürch, D Azzimonti, A Benavoli, M Zaffalon
Machine Learning 112 (5), 1411-1432, 2023
112023
Profile Extrema for Visualizing and Quantifying Uncertainties on Excursion Regions: Application to Coastal Flooding
D Azzimonti, D Ginsbourger, J Rohmer, D Idier
Technometrics 61 (4), 474-493, 2019
92019
Efficient probabilistic reconciliation of forecasts for real-valued and count time series
L Zambon, D Azzimonti, G Corani
Statistics and Computing 34 (1), 21, 2024
82024
KrigInv: Kriging-Based Inversion for Deterministic and Noisy Computer Experiments
C Chevalier, V Picheny, D Ginsbourger, D Azzimonti
R package version 1 (1), 2018
82018
Contributions to Bayesian Set Estimation Relying on Random Field Priors
DF Azzimonti
Philosophisch-naturwissenschaftliche Fakultät der Universität Bern, 2016
82016
Bounding counterfactuals under selection bias
M Zaffalon, A Antonucci, R Cabañas, D Huber, D Azzimonti
International Conference on Probabilistic Graphical Models, 289-300, 2022
72022
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Articles 1–20