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. 2019 Jul 14;24(14):2562. doi: 10.3390/molecules24142562

Table 7.

The major parameters of RF models based on mid-level data fusion strategy.

Model Class Calibration Set Validation Set
I II III IV I II III IV
RS_RF ACC (%) 99.46 99.46 94.09 95.16 98.94 100.00 96.81 97.87
SE 0.98 0.97 0.95 0.87 1.00 1.00 0.97 0.91
SP 1.00 1.00 0.94 0.98 0.99 1.00 0.97 1.00
MCC 0.99 0.98 0.87 0.87 0.97 1.00 0.93 0.94
EFF 0.99 0.98 0.94 0.92 0.99 1.00 0.97 0.96
RL_RF ACC (%) 95.70 96.77 96.24 97.31 91.49 98.94 91.49 94.68
SE 0.92 0.88 0.97 0.93 0.92 1.00 0.86 0.78
SP 0.97 0.99 0.96 0.99 0.91 0.99 0.94 1.00
MCC 0.89 0.88 0.91 0.93 0.80 0.96 0.80 0.86
EFF 0.94 0.93 0.96 0.96 0.92 0.99 0.90 0.88
SL_RF ACC (%) 95.16 96.77 93.55 96.24 97.87 100.00 98.94 96.81
SE 0.94 0.81 0.95 0.89 0.96 1.00 1.00 0.91
SP 0.96 1.00 0.93 0.99 0.99 1.00 0.98 0.99
MCC 0.88 0.88 0.86 0.90 0.95 1.00 0.98 0.91
EFF 0.95 0.90 0.94 0.94 0.97 1.00 0.99 0.95
RSL_RF ACC (%) 97.85 99.46 94.09 95.70 96.81 100.00 95.74 98.94
SE 0.94 0.97 0.93 0.91 0.96 1.00 0.93 0.96
SP 0.99 1.00 0.95 0.97 0.97 1.00 0.97 1.00
MCC 0.94 0.98 0.86 0.88 0.92 1.00 0.90 0.97
EFF 0.97 0.98 0.94 0.94 0.97 1.00 0.95 0.98