A QoT Estimation Method using EGN-assisted Machine Learning for Network Planning Applications.
Jasper MüllerSai Kireet PatriTobias FehenbergerCarmen Mas MachucaHelmut GriesserJörg-Peter ElbersPublished in: ECOC (2021)
Keyphrases
- machine learning
- machine learning methods
- high precision
- prior knowledge
- dynamic programming
- experimental evaluation
- network model
- similarity measure
- parameter estimation
- estimation accuracy
- density estimation
- statistical methods
- cost function
- synthetic data
- clustering method
- estimation process
- data sets
- detection method
- computationally efficient
- unsupervised learning
- support vector machine
- wireless sensor networks
- significant improvement
- pairwise
- computational complexity
- feature selection
- social networks
- genetic algorithm