Sleep stage classification using Light Gradient Boost Machine: Exploring feature impact in depressive and healthy participants.
Chih-Hua TaiTing-Yi LiaoShi-Pin ChenMin-Huey ChungPublished in: Biomed. Signal Process. Control. (2024)
Keyphrases
- sleep stage
- feature vectors
- feature set
- automatic classification
- classification accuracy
- decision trees
- discriminative features
- sleep apnea
- feature selection
- machine learning methods
- neural network
- unbalanced data
- svm classifier
- machine learning
- pattern recognition
- classification rules
- data sets
- feature extraction
- feature weights
- feature representation
- support vector
- classification method
- classification algorithm
- benchmark datasets
- image classification
- support vector machine
- supervised learning
- cost sensitive
- high dimensional
- classification scheme
- class labels
- classification systems
- training data
- text classification