KHAN, Lareb Zar
KHAN, Lareb Zar
Istituto di Telecomunicazioni, Informatica e Fotonica
Data Augmentation to Improve Machine Learning for Optical Network Failure Management
2022-01-01 Khan, Lareb Zar; Pedro, João; Costa, Nelson; Napoli, Antonio; Sambo, Nicola
Data Augmentation to Improve Performance of Neural Networks for Failure Management in Optical Networks
2023-01-01 Khan, Lareb Zar; Pedro, João; Costa, Nelson; DE MARINIS, Lorenzo; Napoli, Antonio; Sambo, Nicola
Data Augmentation to Reduce Computational Complexity of Neural-Network-Based Soft-Failure Cause Identifier
2023-01-01 Khan, Lareb Zar; Freire, Pedro J.; Pedro, Joao; Costa, Nelson; Napoli, Antonio; Sambo, Nicola
Dealing with High Cardinality of Network Management System Data for Machine-Learning-Based Alarm Classification
2023-01-01 Khan, L. Z.; Triki, A.; Laye, M.; Sambo, N.
Model and Data-centric Machine Learning Algorithms to Address Data Scarcity for Failure Identification
2024-01-01 Khan, Lareb Zar; Pedro, João; Costa, Nelson; Sgambelluri, Andrea; Napoli, Antonio; Sambo, Nicola
Model-Centric versus Data-Centric Machine Learning for Soft-Failure Cause Identification in Optical Networks
2023-01-01 Khan, Lareb Zar; Pedro, Joao; Costa, Nelson; Napoli, Antonio; Sambo, Nicola
New Lower Bounds on the Capacity of Optical Fiber Channels via Optimized Shaping and Detection
2022-01-01 Secondini, M.; Civelli, S.; Forestieri, E.; Khan, L. Z.
Optical Network Alarms Classification using Unsupervised Machine Learning
2022-01-01 Khan, Lareb Zar; Triki, Ahmed; Laye, Maxime; Sambo, Nicola
Optimizing Deep Learning-based Failure Management in Optical Networks by Monitoring Relative Neural Activity
2024-01-01 Khan, Lareb Zar; Pedro, Joao; Ayoub, Omran; Costa, Nelson; Sgambelluri, Andrea; DE MARINIS, Lorenzo; Napoli, Antonio; Sambo, Nicola