Table 3. Performance of models with different algorithms and encoding schemes.
Algorithms | Encoding Schemes | ACC (%) | Sp (%) | Sn (%) | MCC | AUC |
---|---|---|---|---|---|---|
SVM | BPB | 99.84±0.21 | 99.88±0.25 | 99.81±0.28 | 0.9969±0.0041 | 0.9989±0.0031 |
AAIndex | 99.91±0.14 | 99.88±0.23 | 99.94±0.18 | 0.9981±0.0028 | 0.9992±0.0008 | |
PSSM | 99.98±0.18 | 99.96±0.09 | 99.99±0.24 | 0.9992±0.0013 | 0.9996±0.0027 | |
BLOSUM62 | 99.84±0.25 | 99.91±0.18 | 99.69±0.50 | 0.9969±0.0050 | 0.9979±0.0012 | |
Binary | 99.81±0.31 | 99.89±0.22 | 99.63±0.63 | 0.9963±0.0062 | 0.9989±0.0011 | |
KNN | BPB | 98.84±0.21 | 99.69±0.41 | 99.99±0.14 | 0.9969±0.0041 | 0.9996±0.0001 |
AAIndex | 84.26±1.61 | 69.01±3.34 | 99.51±0.77 | 0.7198±0.0258 | 0.9603±0.0109 | |
PSSM | 99.13±0.38 | 98.27±0.77 | 99.98±0.29 | 0.9829±0.0076 | 0.9959±0.0014 | |
BLOSUM62 | 90.99±1.31 | 81.97±2.62 | 99.99±0.36 | 0.8336±0.0224 | 0.9818±0.0049 | |
Binary | 83.46±1.64 | 66.91±3.28 | 99.98±0.63 | 0.7092±0.0261 | 0.9648±0.0122 | |
Decision | BPB | 97.99±0.62 | 97.59±0.80 | 98.39±0.88 | 0.9600±0.0124 | 0.9804±0.0078 |
Tree | AAIndex | 96.60±1.26 | 93.64±2.21 | 99.57±0.62 | 0.9339±0.0242 | 0.9674±0.0128 |
PSSM | 97.31±0.63 | 96.23±0.97 | 98.39±1.00 | 0.9466±0.0127 | 0.9743±0.0085 | |
BLOSUM62 | 97.72±0.96 | 95.86±1.89 | 99.57±0.39 | 0.9551±0.0184 | 0.9791±0.0087 | |
Binary | 96.60±0.62 | 93.52±1.08 | 99.69±0.41 | 0.9339±0.0119 | 0.9684±0.0079 | |
Logistic | BPB | 99.91±0.20 | 99.88±0.25 | 99.94±0.18 | 0.9981±0.0039 | 0.9993±0.0017 |
Regression | AAIndex | 99.51±0.25 | 99.01±0.49 | 99.98±0.83 | 0.9902±0.0049 | 0.9989±0.0102 |
PSSM | 99.54±0.21 | 99.07±0.41 | 99.97±0.48 | 0.9908±0.0041 | 0.9991±0.0076 | |
BLOSUM62 | 99.72±0.29 | 99.44±0.58 | 99.98±0.62 | 0.9945±0.0058 | 0.9994±0.0076 | |
Binary | 99.94±0.12 | 99.88±0.25 | 99.99±0.07 | 0.9988±0.0025 | 0.9996±0.0108 | |
Naïve | BPB | 99.54±0.32 | 99.57±0.62 | 99.51±0.25 | 0.9908±0.0063 | 0.9995±0.0004 |
Bayes | AAIndex | 98.73±0.59 | 99.81±0.28 | 97.65±1.16 | 0.9750±0.0116 | 0.9964±0.0043 |
PSSM | 99.96±0.72 | 99.99±0.04 | 99.99±0.35 | 0.9991±0.0140 | 0.9994±0.0091 | |
BLOSUM62 | 97.78±0.94 | 99.13±0.63 | 96.42±1.43 | 0.9560±0.0187 | 0.9949±0.0033 | |
Binary | 98.86±0.59 | 99.99±0.14 | 97.72±1.17 | 0.9775±0.0115 | 0.9883±0.0061 |