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electrocardiography

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Interpretable Block-Term Tensor Network (BTTN) for predicting future-onset (incident) atrial fibrillation from a single sinus-rhythm 12-lead ECG on MIMIC-IV-ECG: the glass-box (time x lead) factor parameters ARE the explanation, with a measured-faithfulness framework, at parity with a CNN. Patient-grouped CV, patient-bootstrap CIs.

  • Updated Jul 6, 2026
  • Python

Chance-corrected benchmark of ECG representations (raw, autoencoder, hand-crafted, foundation models) for unsupervised arrhythmia clustering on PTB-XL and MIT-BIH, with a supervised ceiling and deployment-robustness (imbalance, federation) analysis.

  • Updated Jul 4, 2026
  • Python

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