Novel statistical time series data augmentation and machine learning based classification of unobtrusive respiration data for respiration Digital Twin model.
Sagheer KhanAaesha AlzaabiTharmalingam RatnarajahTughrul ArslanPublished in: Comput. Biol. Medicine (2024)
Keyphrases
- machine learning
- statistical methods
- experimental data
- data analysis
- prior knowledge
- statistical analysis
- input data
- machine learning methods
- statistical inference
- decision trees
- statistical model
- text classification
- data sets
- classification models
- probability distribution
- database
- support vector
- pattern recognition
- feature selection
- data sources
- statistical models
- temporal dependencies
- knowledge discovery
- physiological signals
- temporal data
- learning models
- model selection
- probabilistic model
- training data
- feature extraction
- neural network
- training samples
- machine learning algorithms
- classification algorithm
- classification method
- data points
- classification accuracy
- training set
- data structure
- learning algorithm
- data mining
- multi variate