A QoT Estimation Method using EGN-assisted Machine Learning for Network Planning Applications.
Jasper MüllerSai Kireet PatriTobias FehenbergerCarmen Mas MachucaHelmut GriesserJörg-Peter ElbersPublished in: CoRR (2021)
Keyphrases
- machine learning
- preprocessing
- pairwise
- machine learning methods
- similarity measure
- experimental evaluation
- support vector machine
- detection method
- synthetic data
- statistical methods
- high accuracy
- clustering method
- support vector machine svm
- computationally efficient
- feature set
- computational cost
- high precision
- significant improvement
- network model
- learning algorithm
- segmentation method
- monte carlo simulation
- estimation accuracy
- estimation process
- parameter estimation
- text classification
- input data
- dynamic programming
- cost function
- computational complexity
- search algorithm
- objective function
- computer vision
- genetic algorithm