Do not sleep on traditional machine learning: Simple and interpretable techniques are competitive to deep learning for sleep scoring.
M. Jeroen Van Der DoncktJonas Van Der DoncktEmiel DeprostNicolas VandenbusscheMichaël RademakerGilles VandewieleSofie Van HoeckePublished in: Biomed. Signal Process. Control. (2023)
Keyphrases
- deep learning
- sleep stage
- machine learning
- unsupervised learning
- unsupervised feature learning
- sleep apnea
- learning algorithm
- weakly supervised
- pattern recognition
- deep belief networks
- restricted boltzmann machine
- active learning
- higher order
- semi supervised
- conditional random fields
- data sets
- multi class
- natural language
- decision trees
- information retrieval
- data mining