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Schizophrenia recognition based on three-dimensional adaptive graph convolutional neural network

  • 【获取途径】 OA资源
  • 【作者】Guimei Yin, Jie Yuan, Yanjun Chen, Guangxing Guo, Dongli Shi, Lin Wang, Zilong Zhao, Yanli Zhao, Manjie Zhang, Yuan Dong, Bin Wang, Shuping Tan
  • 【刊名】Scientific reports
  • 【作者单位】Affiliations 1 School of Computer Science and Technology, Taiyuan Normal University, Jinzhong, 030619, China. 2 Department of Radiology, Shanxi Provincial People's Hospital, Taiyuan, 030012, China. 3 Institute of Big Data Technology Analysis and Application, Taiyuan Normal University, Jinzhong, 030619, China. 4 School of Chemical Engineering and Technology, Sun Yat-sen University, Zhuhai, 519000, China. 5 Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing, 100096, China. 6 College of Computer Science and Technology, Taiyuan University of Technology, Jinzhong, 030600, China. wangbin01@tyut.edu.cn. 7 Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing, 100096, China. shupingtan@126.com.
  • 【年份】2025
  • 【卷号】Vol.15 No.1
  • 【页码】4067
  • 【ISSN】2045-2322
  • 【关键词】3D spaces Adaptive brain networks Attention mechanisms Graph convolutional neural network Schizophrenia. 
  • 【摘要】 Previous deep learning-based brain network research has made significant progress in understanding the pathophysiology of schizophrenia. However, it ignores the three-dimensional spatial characteristics of EEG signals and cannot dynamically learn the...
  • 【文献类型】 期刊
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