HDEC: A Heterogeneous Dynamic Ensemble Classifier for Binary Datasets

Figure 2

The general schema of the HDEC. Each is a classifier trained by the whole dataset. The generated classifiers are split into two categories based on the TPR and TNR values. For classifying an unlabeled instance, the sum of the TPR and TNR in each category is calculated and the final output is the argmax between these two values.