MLaaS is introduced in the context of optical networks, and an architecture to take advantage of its potential is proposed.\ua0A use case of QoT classification using MLaaS techniques is benchmarked against state-of-the-art methods
Machine Learning (ML) is becoming an integral part of Quality-of-Transmission (QoT) estimation frame...
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
We propose the use of machine-learning based regression model to predict the quality of transmission...
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
Networks are complex interacting systems involving cloud operations, core and metro transport, and m...
The paper describes the Optical Security Manager module and focuses on the role of Machine Learning ...
The unprecedented growth of the global Internet traffic, coupled with the large spatio-temporal fluc...
Today?s telecommunication networks have become sources of enormous amounts of widely heterogeneous d...
Autonomic optical transmission and networking requires machine learning (ML) models to be trained wi...
We show that classical supervised Machine Learning techniques, after trained with a large number of ...
The quality of transmission (QoT) estimation of lightpaths (LPs) has both technological and economic...
We discuss the role of supervised, unsupervised and semi-supervised learning techniques in identific...
We report on the first demonstration of machine-learning-assisted detection, identification and loca...
Producción CientíficaWe propose and compare a number of machine learning models to classify unestabl...
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
Machine Learning (ML) is becoming an integral part of Quality-of-Transmission (QoT) estimation frame...
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
We propose the use of machine-learning based regression model to predict the quality of transmission...
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
Networks are complex interacting systems involving cloud operations, core and metro transport, and m...
The paper describes the Optical Security Manager module and focuses on the role of Machine Learning ...
The unprecedented growth of the global Internet traffic, coupled with the large spatio-temporal fluc...
Today?s telecommunication networks have become sources of enormous amounts of widely heterogeneous d...
Autonomic optical transmission and networking requires machine learning (ML) models to be trained wi...
We show that classical supervised Machine Learning techniques, after trained with a large number of ...
The quality of transmission (QoT) estimation of lightpaths (LPs) has both technological and economic...
We discuss the role of supervised, unsupervised and semi-supervised learning techniques in identific...
We report on the first demonstration of machine-learning-assisted detection, identification and loca...
Producción CientíficaWe propose and compare a number of machine learning models to classify unestabl...
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
Machine Learning (ML) is becoming an integral part of Quality-of-Transmission (QoT) estimation frame...
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
We propose the use of machine-learning based regression model to predict the quality of transmission...
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