Performance Evaluation of the Circadia Contactless Breathing Monitor and Sleep Analysis Algorithm for Sleep Stage Classification.
Timo LauteslagerStylianos KampakisAdrian J. WilliamsMichal MaslikFares SiddiquiPublished in: EMBC (2020)
Keyphrases
- sleep stage
- detection algorithm
- accuracy rate
- classification algorithm
- learning algorithm
- preprocessing
- real time
- support vector machine svm
- optimization algorithm
- dynamic programming
- optimal solution
- recognition algorithm
- benchmark data sets
- k means
- classification method
- extracted features
- computational cost
- classification rate
- worst case
- convergence rate
- classification scheme
- automatic analysis
- image classification
- particle swarm optimization
- expectation maximization
- cost function
- feature extraction
- computational complexity
- pattern recognition
- data sets
- sleep apnea
- machine learning
- nearest neighbour
- decision trees
- support vector
- search space
- significant improvement
- probabilistic model
- clustering method
- classification accuracy
- multi class
- segmentation algorithm