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

Table 3

Averaged 5-fold cross-validation results of each classifier with original features.

Classifiers	Averaged 5-fold cross-validation results
	precision_label0	recall_label0	f1_label0	precision_label1	recall_label1	f1_label1
DT	0.921	0.928	0.924	0.928	0.920	0.923
KNN	0.934	0.964	0.949	0.963	0.932	0.947
LR	0.953	0.964	0.958	0.964	0.952	0.957
MLP	0.959	0.972	0.965	0.972	0.958	0.964
RF	0.946	0.952	0.949	0.952	0.946	0.949
SVC	0.980	0.954	0.966	0.955	0.980	0.967