Development of a Machine Learning Method to Predict Membrane Protein-Ligand Binding Residues Using Basic Sequence Information

Table 3

The prediction performance of different machine learning algorithms.

Algorithm	Accuracy; %	Sensitivity; %	Specificity; %	Net prediction; %
Naïve Bayes	70.9	59.5	72.2	65.9
SMO	86.5	0	100	50
RBF network	86.5	0	100	50
Multilayer perceptron	84.6	29.6	93.1	61.4
IBk	83.3	31.3	91.4	61.4
ADTree	86.6	4.5	99.3	51.9
J48	87.4	28.1	93.5	60.8