Machine learning based severity classification of obstructive sleep apnea patients using awake EEG.
Farhad NassehiAykut EkenNart Bedin AtalayHikmet FiratOsman ErogulPublished in: Biomed. Signal Process. Control. (2024)
Keyphrases
- obstructive sleep apnea
- eeg signals
- sleep apnea
- machine learning
- sleep stage
- machine learning methods
- pattern recognition
- decision trees
- machine learning algorithms
- feature selection
- training set
- supervised learning
- classification accuracy
- motor imagery
- support vector machine
- radial basis function neural network
- text classification
- pattern classification
- feature extraction
- automatic analysis
- single trial
- learning algorithm
- feature space
- physiological parameters
- eeg data
- brain activity
- learning rate
- generalization ability
- support vector
- decision rules