Deep Neural Network-Aided Soft-Demapping in Coherent Optical Systems: Regression Versus Classification.
Pedro J. FreireJaroslaw E. PrilepskyYevhenii OsadchukSergei K. TuritsynVahid ArefPublished in: IEEE Trans. Commun. (2022)
Keyphrases
- neural network
- support vector
- pattern recognition
- classification systems
- learning vector quantization
- machine learning
- decision trees
- feature selection
- preprocessing
- nearest neighbour
- support vector regression
- decision rules
- fuzzy logic
- support vector machine svm
- numeric values
- classification scheme
- automatic classification
- pattern classification
- regression model
- model selection
- distributed systems
- supervised learning
- artificial neural networks
- classification accuracy
- radial basis function
- learning algorithm
- feature extraction
- feature space
- multi layer perceptron
- expert systems
- training set
- feature vectors
- image classification
- support vector machine
- complex systems
- class labels
- management system
- benchmark datasets
- training samples
- text classification