On the analysis of data augmentation methods for spectral imaged based heart sound classification using convolutional neural networks.
George ZhouYunchan ChenCandace ChienPublished in: BMC Medical Informatics Decis. Mak. (2022)
Keyphrases
- data analysis
- data sets
- data analysis tasks
- data reduction
- machine learning methods
- descriptive statistics
- classification method
- high dimensional data
- statistical analysis
- data collection
- data mining techniques
- image data
- database
- benchmark datasets
- classification systems
- data mining methods
- training data
- spectral methods
- bayesian methods
- statistical methods
- text classification
- machine learning
- spectral analysis
- data structure
- statistical tests
- spectral clustering
- preprocessing
- missing values
- training set
- cross validation
- support vector machine svm
- training samples
- data sources
- data points
- convolutional neural networks