Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceElectrocardiographyHumansSignal ProcessingComputer-AssistedAlgorithms
ECG Signal Generation Using Variable β-Conditional Variational Autoencoder.
Rong Xiao, Shuo Zhang, Zhongyu Wang, Jianqing Li, Chengyu Liu
Published: 202510.1109/EMBC58623.2025.11251611
Abstract
Machine learning methods offer a shortcut for automated cardiovascular disease diagnosis. However, the high cost of ECG signal annotation, along with insufficient labeled data and class imbalance, severely limits the generalization of these methods i…
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