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
Toward low-complexity neural networks for failure management in optical networks
2025-01-01 Zar Khan, Lareb; Pedro, João; Ayoub, Omran; Costa, Nelson; Sgambelluri, Andrea; De Marinis, Lorenzo; Napoli, Antonio; Sambo, Nicola
| Titolo | Data di pubblicazione | Autore(i) | File |
|---|---|---|---|
| Data Augmentation to Improve Machine Learning for Optical Network Failure Management | 1-gen-2022 | 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 | 1-gen-2023 | 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 | 1-gen-2023 | 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 | 1-gen-2023 | Khan, L. Z.; Triki, A.; Laye, M.; Sambo, N. | |
| Model and Data-centric Machine Learning Algorithms to Address Data Scarcity for Failure Identification | 1-gen-2024 | 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 | 1-gen-2023 | 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 | 1-gen-2022 | Secondini, M.; Civelli, S.; Forestieri, E.; Khan, L. Z. | |
| Optical Network Alarms Classification using Unsupervised Machine Learning | 1-gen-2022 | Khan, Lareb Zar; Triki, Ahmed; Laye, Maxime; Sambo, Nicola | |
| Optimizing Deep Learning-based Failure Management in Optical Networks by Monitoring Relative Neural Activity | 1-gen-2024 | Khan, Lareb Zar; Pedro, Joao; Ayoub, Omran; Costa, Nelson; Sgambelluri, Andrea; DE MARINIS, Lorenzo; Napoli, Antonio; Sambo, Nicola | |
| Toward low-complexity neural networks for failure management in optical networks | 1-gen-2025 | Zar Khan, Lareb; Pedro, João; Ayoub, Omran; Costa, Nelson; Sgambelluri, Andrea; De Marinis, Lorenzo; Napoli, Antonio; Sambo, Nicola |