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. 2021 Sep 29;11(10):978. doi: 10.3390/jpm11100978

Table 6.

The complexity–performance relationship for models selected by the TPOT optimization for each selected model.

Model Accuracy Precision Recall ROC AUC Pipeline Complexity
A1. Default TPOT 0.923 0.83 1.00 0.937 2
Pr-1 (RF) 0.846 0.50 0.50 0.704 1
A2. SVM-TPOT 0.846 0.71 1.00 0.889 4
Pr-1 0.846 0.67 1.00 0.875 3
Pr-2 0.846 0.67 1.00 0.875 2
Pr-3 0.846 0.67 1.00 0.875 1
Pr-4 0.846 0.67 1.00 0.875 1
A3. NB-TPOT 0.615 0.44 1.00 0.722 1
A4. ANN-MLP-TPOT 0.615 0.44 1.00 0.722 1