Feature Augmentation of Classifiers Using Learning Time Series Shapelets Transformation for Night Setback Classification of District Heating Substations

Table 6

Out-of-sample testing of models with feature augmentation.

Classifiers	Out-of-sample testing
	precision_label0	recall_label0	f1_label0	precision_label1	recall_label1	f1_label1
DT	0.925	0.578	0.711	0.700	0.955	0.808
KNN	0.919	0.354	0.511	0.608	0.970	0.747
LR	0.899	0.220	0.354	0.563	0.976	0.714
MLP	0.857	0.224	0.355	0.561	0.964	0.710
RF	0.967	0.457	0.620	0.651	0.985	0.784
SVC	0.947	0.220	0.358	0.566	0.988	0.720