BMC Bioinformatics

Table 4 Performance on the testing dataset using the DPC molecular descriptor

From: MultiToxPred 1.0: a novel comprehensive tool for predicting 27 classes of protein toxins using an ensemble machine learning approach

Algorithm	ACC	F1	PPV	TPR	AUC
RF	0.779	0.777	0.773	0.783	0.97
MLP	0.794	0.791	0.787	0.799	0.98
XGBoost	0.784	0.784	0.782	0.788	0.99
LightGBM	0.787	0.788	0.787	0.791	0.99
LR	0.793	0.781	0.783	0.797	0.98
NB	0.667	0.645	0.682	0.670	0.95
k-NN	0.745	0.730	0.754	0.752	0.95
QDA	0.814	0.802	0.826	0.818	0.93

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ISSN: 1471-2105

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