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High-order brain network feature extraction and classification method of first-episode schizophrenia: an EEG study

  • 【作者】Yanxia Kang, Jianghao Zhao, Yanli Zhao, Zilong Zhao, Yuan Dong, Manjie Zhang, Guimei Yin, Shuping Tan
  • 【刊名】Frontiers in human neuroscience
  • 【作者单位】Affiliations 1 Clinical Department, Beijing Huilongguan Hospital, Beijing, China. 2 Laboratory of Brain Science and Intelligent Information Processing, School of Computer Science and Technology, Taiyuan Normal University, Jinzhong, China. 3 Psychiatry Research Center, Beijing Huilongguan Hospital, Bejing, China. 4 School of Chemical Engineering and Technology, Sun Yat-sen University, Zhuhai, China.
  • 【年份】2024
  • 【卷号】Vol.18
  • 【页码】1452197
  • 【ISSN】1662-5161
  • 【关键词】first-episode schizophrenia high-order brain network features light GBM persistent homology random forest. 
  • 【摘要】 Introduction: A multimodal persistent topological feature extraction and classification method is proposed to enhance the recognition accuracy of first-episode schizophrenia patients. This approach addresses the limitations of traditional higher-orde...
  • 【文献类型】 期刊
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