基于宽度学习系统的fMRI数据分类方法

刘嘉诚,冀俊忠

Classification method of fMRI data based on broad learning system

Jia-cheng LIU,Jun-zhong JI

表 5 7种算法在ABIDE Ⅱ数据集上的实验结果

Tab.5 Experimental results of seven algorithms on ABIDE Ⅱ data set

方法类别 方法 Acc /% Pr /% Sn /% Sp /% F-measure 传统机器学习 SVM 54.26 53.90 98.66 3.57 69.70 RF 61.18 61.43 73.38 47.26 66.83 KNN 56.63 58.85 63.74 48.61 60.76 深度学习 GCN 62.03 64.52 72.73 54.17 68.38 CCNN 65.47 66.73 70.69 59.49 68.52 DNN 66.07 66.58 74.11 74.11 69.90 宽度学习 本文 65.29 86.67 62.93 40.28 72.55