Spatial Cognitive EEG Feature Extraction and Classification Based on MSSECNN and PCMI

Spatial Cognitive EEG Feature Extraction and Classification Based on MSSECNN and PCMI

With the aging population rising, the decline in spatial cognitive ability has become a critical issue affecting the quality of life among the elderly. Electroencephalogram (EEG) signal analysis presents substantial potential in spatial cognitive assessments. However, conventional methods struggle t...

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Bibliographic Details
Main Authors: Xianglong Wan, Yue Sun, Yiduo Yao, Wan Zuha Wan Hasan, Dong Wen
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Bioengineering
Subjects:
spatial cognition
EEG
multi-scale convolutional neural network
squeezed excitation network
permutation conditional mutual information
Online Access:https://www.mdpi.com/2306-5354/12/1/25
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