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. 2022 Jun 8;13:859188. doi: 10.3389/fgene.2022.859188

TABLE 1.

Results of comparison with several traditional machine learning methods on four datasets.

Dataset Method Sn(%) Sp(%) ACC(%) Str (%) MCC
GPCR MLP 86.8 75.3 82.8 81.5 0.61
GPCR LightGBM 87.5 80.5 86.3 84.0 0.67
GPCR BRL + CNN 89.3 91.0 90.1 90.2 0.80
Ion channel MLP 93.3 83.1 89.6 88.2 0.77
Ion channel LightGBM 92.7 89.3 91.7 91.0 0.81
Ion channel BRL + CNN 95.9 91.4 94.7 93.7 0.87
Enzyme MLP 92.2 86.0 90.1 89.1 0.79
Enzyme LightGBM 92.8 90.5 92.4 91.7 0.83
Enzyme BRL + CNN 95.9 92.0 94.9 94.0 0.88
NR MLP 84.2 76.9 79.9 80.6 0.60
NR LightGBM 84.4 83.1 82.7 83.8 0.65
NR BRL + CNN 92.5 85.2 89.0 88.9 0.78

The best results for each metric are in bold.