Synthetic seismocardiogram generation using a transformer-based neural network.

Mohammad Nikbakht Asim H GaziJonathan ZiaSungtae AnDavid J LinOmer T InanRishikesan Kamaleswaran

Published in: Journal of the American Medical Informatics Association : JAMIA (2023)

The model is thus able to generate physiologically diverse, realistic SCG signals with precise control over AO and AC features. This will uniquely enable dataset augmentation for SCG processing and machine learning to overcome data scarcity.

Keyphrases

neural network
machine learning
big data
electronic health record
artificial intelligence
soft tissue
deep learning