Accurate method for sleep stages classification using discriminated features and single EEG channel.
Raed Mohammed HusseinLoay Edwar GeorgeFiras Sabar MiftenPublished in: Biomed. Signal Process. Control. (2023)
Keyphrases
- classification method
- classification accuracy
- feature set
- classification process
- discriminating features
- feature extraction
- pattern classification
- support vector machine svm
- high precision
- feature representation
- support vector machine
- preprocessing
- high accuracy
- feature space
- eeg signals
- machine learning
- spectral features
- classification algorithm
- feature analysis
- feature vectors
- computationally efficient
- single feature
- extracted features
- support vector machine classification
- svm classifier
- cross validation
- class labels
- training samples
- text classification
- similarity measure
- classification models
- highly accurate
- classification rate
- image features
- input features
- knn
- accurate classification
- pattern recognition
- informative features
- decision trees
- feature selection