Dario Azzimonti

Reducing probes for quality of transmission estimation in optical networks with active learning

Dario Azzimonti, Cristina Rottondi, Massimo Tornatore · Journal of Optical Communications and Networking · 2019 · 42 citations · Full text

Engineering, Machine Learning, Network Analysis +16

Comparison of domain adaptation and active learning techniques for quality of transmission estimation with small-sized training datasets [Invited]

Dario Azzimonti, Cristina Rottondi, Alessandro Giusti et al. · Journal of Optical Communications and Networking · 2020 · 39 citations

Engineering, Machine Learning, Machine Learning Tool +18

Adaptive Design of Experiments for Conservative Estimation of Excursion Sets

Dario Azzimonti, David Ginsbourger, Clément Chevalier et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2017 · 27 citations

Mathematical Programming, Parameter Estimation, Engineering +19

Estimating Orthant Probabilities of High-Dimensional Gaussian Vectors with An Application to Set Estimation

Dario Azzimonti, David Ginsbourger · Journal of Computational and Graphical Statistics · 2017 · 22 citations · Full text

Mathematical Programming, Engineering, Markov Chain Monte Carlo +17

Active vs Transfer Learning Approaches for QoT Estimation with Small Training Datasets

Dario Azzimonti, Cristina Rottondi, Alessandro Giusti et al. · 2020 · 20 citations · Full text

Engineering, Machine Learning, Unestablished Lightpath +16