Model and data-centric machine learning algorithms to address data scarcity for failure identification

LZ Khan, J Pedro, N Costa, A Sgambelluri… - Journal of Optical …, 2024 - opg.optica.org
The uneven occurrence of certain types of failures in optical networks results in a scarcity of
data for less frequent failures, leading to imbalanced datasets for training machine learning …