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. 2021 May 8;11(5):603. doi: 10.3390/brainsci11050603

Table 3.

Performance of five different methods in ASD classification on the multisite ABIDE database. The number in bold indicates the best result achieved under a certain metric.

Task Method ACC (%) SEN (%) SPE (%) BAC (%) PPV (%) NPV (%)
NYU →UM Baseline 54.87 49.23 62.5 55.87 64 47.62
TCA 62.83 58.46 68.75 63.61 71.69 55.00
JDA 64.50 66.67 61.64 64.16 69.57 58.44
DALSC 64.60 56.92 75.00 65.96 75.51 56.25
Ours 70.80 72.31 68.75 70.53 75.81 64.71
NYU →USM Baseline 67.21 78.26 60.53 69.39 54.55 82.14
TCA 68.85 82.61 60.53 71.57 55.88 85.19
JDA 70.49 86.96 60.53 73.74 57.14 88.46
DALSC 72.13 73.91 71.05 72.48 60.71 81.81
Ours 75.41 91.30 65.79 78.55 61.76 92.59
USM →UM Baseline 57.52 35.38 87.50 61.44 79.31 50.00
TCA 58.41 38.46 85.42 61.94 78.13 50.62
JDA 61.06 61.54 60.42 60.98 67.80 53.70
DALSC 64.60 73.85 52.08 62.96 67.61 59.52
Ours 69.91 76.92 60.42 68.67 72.46 65.91
USM →NYU Baseline 53.25 35.42 76.71 56.06 66.67 47.46
TCA 57.39 40.63 79.45 60.04 72.22 50.43
JDA 60.36 64.58 54.79 59.69 65.26 54.05
DALSC 63.91 65.63 61.64 63.63 69.23 57.69
Ours 72.13 78.26 68.42 73.34 60.00 83.87
UM →NYU Baseline 58.58 83.33 26.03 54.68 59.70 54.29
TCA 61.54 82.29 34.25 58.27 62.20 59.50
JDA 63.31 82.29 38.35 60.32 63.71 62.22
DALSC 64.49 92.70 27.39 60.05 62.68 74.07
Ours 71.01 90.63 45.21 67.92 68.50 78.57
UM →USM Baseline 54.09 78.26 39.47 58.87 43.90 75.00
TCA 60.66 73.91 52.63 63.27 48.57 76.92
JDA 60.66 78.26 50.00 64.13 48.65 79.17
DALSC 57.38 73.91 47.37 60.64 45.95 75.00
Ours 68.85 82.61 60.53 71.57 55.88 85.19