Login / Signup

Design and technical validation to generate a synthetic 12-lead electrocardiogram dataset to promote artificial intelligence research.

Hakje YooJose MoonJong-Ho KimHyung Joon Joo
Published in: Health information science and systems (2023)
The synthetic 12-lead ECG dataset was confirmed to perform similarly to the real-world 12-lead ECG in the classification model. This implies that a synthetic dataset can perform similarly to a real dataset in clinical research using AI. The synthetic dataset generation process in this study provides a way to overcome the medical data disclosure challenges constrained by privacy rights, a way to encourage open data policies, and contribute significantly to promoting cardiovascular disease research.
Keyphrases