A novel imbalanced dataset mitigation method and ECG classification model based on combined 1D_CBAM-autoencoder and lightweight CNN model.
Zhikang ChenDanni YangTianrui CuiDing LiHoufang LiuYi YangSheng ZhangSi-Fan YangTianling RenPublished in: Biomed. Signal Process. Control. (2024)
Keyphrases
- lightweight
- classification algorithm
- test data
- support vector machine svm
- feature set
- machine learning methods
- training samples
- classification accuracy
- support vector machine
- machine learning
- sampling algorithm
- input data
- wireless sensor networks
- pairwise
- data sets
- missing data
- training set
- feature space
- learning algorithm
- roc curve
- sampling methods
- imbalanced datasets