Confidentiality-preserving machine learning algorithms for soft-failure detection in optical communication networks.
Moisés Felipe SilvaAndrea SgambelluriAlessandro PaciniFrancesco PaolucciAndre GreenDavid MascareñasLuca ValcarenghiPublished in: JOCN (2022)
Keyphrases
- communication networks
- machine learning algorithms
- failure detection
- benchmark data sets
- learning algorithm
- decision trees
- machine learning
- machine learning methods
- fault detection
- predictive accuracy
- computer networks
- distributed databases
- learning problems
- network structure
- random forests
- learning tasks
- ip networks
- machine learning models
- machine learning approaches
- email communication
- query processing
- highly reliable
- real world
- data model
- learning models
- information security
- machine learning systems
- genetic algorithm