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

ConclusionThe 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.
Source: Health Information Science and Systems - Category: Information Technology Source Type: research