Principal component conditional generative adversarial networks for imbalanced ECG classification enhancement

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Veröffentlicht in:	PLoS One vol. 20, no. 8 (Aug 2025), p. e0330707
1. Verfasser:	Tang, Chao
Veröffentlicht:	Public Library of Science
Schlagworte:	Physiology Accuracy Electrocardiography Data analysis Waveforms Datasets Disease Principal components analysis Telemedicine Medical personnel Cardiovascular diseases Generative adversarial networks Arrhythmia Wearable technology Entropy (Information theory) Diffusion models EKG Annotations Monitoring Heterogeneity Patients Data processing Data augmentation Signal generation Artificial intelligence Classification Dilution Signal classification Medical research Medical equipment Encoding-Decoding Diagnostic systems Professionals Algorithms Heart rate Environmental
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