Uncertainty Quantification in Cardiac Model Personalisation from Ultrafast Ultrasound

arXiv:2609.35214 · q-bio.QM, cs.LG, physics.med-ph · Submitted 2026-09-28 · Read on arXiv

q-bio.QM, cs.LG, physics.med-ph

Submitted: 2026-09-28

Updated: 2026-09-28

Terminology

• Uncertainty Quantification — 9× in this paper · explained in 8 episodes
• Simulation-based Inference — 7× in this paper · explained in 2 episodes
• Calibration — 5× in this paper · explained in 7 episodes
• AUC — 3× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Bayesian Inference — 1× in this paper · explained in 5 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Inverse Problem — 1× in this paper · explained in 2 episodes
• Neural posterior estimation (NPE) — 1× in this paper · explained in 2 episodes
• Simulation-Based Inference (SBI) — 1× in this paper · explained in 3 episodes

Sources

• Simulation-Based Inference: A Practical Guide
• Simulation-based Inference for Cardiovascular Models

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