Ontology highlight
ABSTRACT:
SUBMITTER: Wang H
PROVIDER: S-EPMC6508593 | biostudies-literature | 2019 Apr
REPOSITORIES: biostudies-literature
Wang Han H Zhao Shijie S Dong Qinglin Q Cui Yan Y Chen Yaowu Y Han Junwei J Xie Li L Liu Tianming T
IEEE transactions on medical imaging 20181023 4
Brain activity is a dynamic combination of different sensory responses and thus brain activity/state is continuously changing over time. However, the brain's dynamical functional states recognition at fast time-scales in task fMRI data have been rarely explored. In this paper, we propose a novel 5-layer deep sparse recurrent neural network (DSRNN) model to accurately recognize the brain states across the whole scan session. Specifically, the DSRNN model includes an input layer, one fully-connect ...[more]