基于显著稀疏强关联的脑功能连接分类方法

李明,段立娟,王文健,恩擎

Brain functional connections classification method based on significant sparse strong correlation

Ming LI,Li-juan DUAN,Wen-jian WANG,Qing EN

表 2 衡量分类性能的评价指标结果对比

Tab.2 Comparison of evaluation index results for measuring classification performance %

数据集 模型 ACC SEN SPE AUC ABIDE ICA-SVM 63.24 59.51 66.55 63.03 PCA-SVM 58.77 54.34 62.5 58.42 CNN-EW 64.99 62.75 66.76 64.75 Full-BiLSTM 69.29 56.65 79.67 68.16 SCNN 70.94 66.93 73.52 70.23 SSSC(ours) 81.35 78.47 87.88 86.18 ADHD200 ICA-SVM 62.23 36.18 81.7 66.02 PCA-SVM 56.08 42.58 65.84 54.21 CNN-EW 68.71 42.67 84.55 63.61 Full-BiLSTM 69.11 59.36 74.52 66.94 SCNN 69.97 65.28 73.63 69.46 SSSC(ours) 82.47 86.81 75.26 81.43