180 citations · 230 across the 4 of their papers we have counts for
4 papers
Spatial and temporal correlations in neural networks with structured connectivity
Yan-Liang Shi, Roxana Zeraati, Anna Levina +1
Correlated fluctuations in the activity of neural populations reflect the network's dynamics and connectivity. The temporal and spatial dimensions of neural correlations are interd…
Attention-based Graph ResNet for Motor Intent Detection from Raw EEG signals
Shuyue Jia, Yimin Hou, Yan Shi +1
In previous studies, decoding electroencephalography (EEG) signals has not considered the topological relationship of EEG electrodes. However, the latest neuroscience has suggested…
GCNs-Net: A Graph Convolutional Neural Network Approach for Decoding Time-resolved EEG Motor Imagery Signals
Yimin Hou, Shuyue Jia, Xiangmin Lun +5
Towards developing effective and efficient brain-computer interface (BCI) systems, precise decoding of brain activity measured by electroencephalogram (EEG), is highly demanded. Tr…
Deep Feature Mining via Attention-based BiLSTM-GCN for Human Motor Imagery Recognition
Yimin Hou, Shuyue Jia, Xiangmin Lun +4
Recognition accuracy and response time are both critically essential ahead of building practical electroencephalography (EEG) based brain-computer interface (BCI). Recent approache…