Strength of ensemble learning in automatic sleep stages classification using single-channel EEG and ECG signals.
Samandokht RashidiBabak Mohammadzadeh AslPublished in: Medical Biol. Eng. Comput. (2024)
Keyphrases
- ensemble learning
- single channel
- eeg signals
- generalization ability
- sleep stage
- multi channel
- ecg signals
- ensemble methods
- feature selection
- decision trees
- pattern recognition
- classification accuracy
- support vector machine svm
- image classification
- prior information
- support vector machine
- feature vectors
- base classifiers
- classification algorithm
- independent component analysis
- machine learning methods
- machine learning algorithms
- computer vision
- noise reduction
- machine learning
- frequency domain
- random forest
- concept drift
- high resolution
- training set
- support vector
- training data
- brain activity
- feature extraction