A three-layer pipeline (single-beat diffusion, feature generation, feature-guided stitching) generates multi-minute synthetic ECGs that outperforms end-to-end diffusion in downstream arrhythmia classification.
AI in health- care: Time-series forecasting using statistical, neural, and ensemble architectures,
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Generating Realistic Multi-Beat ECG Signals
A three-layer pipeline (single-beat diffusion, feature generation, feature-guided stitching) generates multi-minute synthetic ECGs that outperforms end-to-end diffusion in downstream arrhythmia classification.