On the Robustness of a ML-based Method for QoT Tool Parameter Refinement in Partially Loaded Networks.
Nathalie MoretteIvan Fernandez de Jauregui RuizHartmut HafermannYvan PointurierPublished in: OFC (2022)
Keyphrases
- detection method
- high accuracy
- preprocessing
- clustering method
- significant improvement
- dynamic programming
- optimization algorithm
- computational cost
- computational efficiency
- objective function
- cost function
- cross validation
- mutual information
- experimental evaluation
- similarity measure
- parameter settings
- parameter space
- fully automatic
- network model
- neural network
- optimal parameters
- classification method
- segmentation method
- computationally efficient
- maximum likelihood
- support vector machine
- prior knowledge
- computational complexity