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. 2017 Mar 11;18:165. doi: 10.1186/s12859-017-1586-z

Table 2.

Overall performance of MOST in temporal validation

Active data defined by Performance
pKi ≥ 5 Accuracy
Naïve Bayes Logistic Regression Random Forests
Morgan FP2 Morgan FP2 Morgan FP2
Explicit pKi 0.750 0.670 0.905 0.901 0.893 0.871
Implicit pKi 0.741 0.696 0.896 0.894 0.896 0.897
MCC
Naïve Bayes Logistic Regression Random Forests
Morgan FP2 Morgan FP2 Morgan FP2
Explicit pKi 0.275 0.110 0.272 0.184 0.283 0.136
Implicit pKi 0.267 0.138 0.292 0.213 0.256 0.192
pKi ≥ 6 Accuracy
Naïve Bayes Logistic Regression Random Forests
Morgan FP2 Morgan FP2 Morgan FP2
Explicit pKi 0.633 0.554 0.755 0.736 0.724 0.709
Implicit pKi 0.632 0.556 0.761 0.737 0.759 0.726
MCC
Naïve Bayes Logistic Regression Random Forests
Morgan FP2 Morgan FP2 Morgan FP2
Explicit pKi 0.357 0.225 0.382 0.321 0.319 0.273
Implicit pKi 0.334 0.212 0.370 0.307 0.381 0.300