基于宽度学习系统的fMRI数据分类方法
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刘嘉诚,冀俊忠
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Classification method of fMRI data based on broad learning system
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Jia-cheng LIU,Jun-zhong JI
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表 6 7种算法在ADHD-200数据集上的实验结果 |
Tab.6 Experimental results of seven algorithms on ADHD-200 data set |
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方法类别 | 方法 | Acc /% | Pr /% | Sn /% | Sp /% | F-measure | 传统机器学习 | SVM | 59.04 | 64.98 | 36.97 | 80.65 | 46.84 | RF | 59.21 | 59.83 | 53.53 | 64.77 | 56.40 | KNN | 58.93 | 61.93 | 45.79 | 71.76 | 52.22 | 深度学习 | GCN | 60.61 | 57.97 | 48.57 | 66.21 | 50.77 | CCNN | 60.28 | 59.27 | 59.11 | 60.00 | 58.88 | DNN | 62.73 | 59.40 | 61.85 | 63.17 | 61.82 | 宽度学习 | 本文 | 61.19 | 51.33 | 64.11 | 72.92 | 56.20 |
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