Active vs Transfer Learning Approaches for QoT Estimation with Small Training Datasets
Dario Azzimonti, Cristina Rottondi, Alessandro Giusti, Massimo Tornatore, Andrea G. Bianco · 2020
We compare the level of accuracy achieved by active learning and domain adaptation approaches for quality of transmission estimation of an unestablished lightpath, in presence of small-sized training datasets.