Ensemble-learning regression to estimate sleep apnea severity using at-home oximetry in adults.
Gonzalo C. Gutiérrez-TobalDaniel ÁlvarezFernando Vaquerizo-VillarAndrea CrespoLeila Kheirandish-GozalDavid GozalFélix del CampoRoberto HorneroPublished in: Appl. Soft Comput. (2021)
Keyphrases
- mutual subspace method
- ensemble learning
- sleep apnea
- generalization ability
- base learners
- obstructive sleep apnea
- ensemble methods
- regression model
- apnea hypopnea
- sleep stage
- automatic analysis
- base classifiers
- model selection
- linear regression
- support vector
- random forest
- concept drift
- ensemble classifier
- class labels
- machine learning algorithms
- physiological parameters
- unlabeled data
- face recognition
- neural network