Functional connectome fingerprinting: Identifying individuals and predicting cognitive functions via autoencoder
Sign Up to like & getrecommendations! Published in 2021 at "Human Brain Mapping"
DOI: 10.1002/hbm.25394
Abstract: Functional network connectivity has been widely acknowledged to characterize brain functions, which can be regarded as “brain fingerprinting” to identify an individual from a pool of subjects. Both common and unique information has been shown… read more here.
Keywords: fingerprinting identifying; autoencoder; connectome fingerprinting; functional connectome ... See more keywords
Functional connectome fingerprinting using shallow feedforward neural networks
Sign Up to like & getrecommendations! Published in 2021 at "Proceedings of the National Academy of Sciences of the United States of America"
DOI: 10.1073/pnas.2021852118
Abstract: Although individual subjects can be identified with high accuracy using correlation matrices computed from resting-state functional MRI (rsfMRI) data, the performance significantly degrades as the scan duration is decreased. Recurrent neural networks can achieve high… read more here.
Keywords: neural networks; connectome fingerprinting; functional connectome; shallow feedforward ... See more keywords
Functional connectome fingerprinting across the lifespan
Sign Up to like & getrecommendations! Published in 2023 at "Network Neuroscience"
DOI: 10.1162/netn_a_00320
Abstract: Systematic changes have been observed in the functional architecture of the human brain with advancing age. However, functional connectivity (FC) is also a powerful feature to detect unique “connectome fingerprints”, allowing identification of individuals among… read more here.
Keywords: functional connectome; across lifespan; connectome fingerprinting; connectome ... See more keywords