Research Article

Conformational B-Cell Epitopes Prediction from Sequences Using Cost-Sensitive Ensemble Classifiers and Spatial Clustering

Table 7

Performance of different ensemble methods on bound and unbound datasets.

MethodBound datasetUnbound dataset
ACCSNSP ACCSNSP

Direct Combination0.0160.9390.0080.9990.0210.9070.0110.999
EasyEnsemble0.1680.8830.1960.9270.2080.8180.2560.876
BalanceCascade0.2240.8700.3140.9040.2450.8080.3350.856
SMOTEBoost0.2520.8520.4150.8790.2390.7500.4230.784
Cost-Sensitive0.3300.7500.6480.7600.3120.6890.7040.687