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Advances in Civil Engineering
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2021
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Article
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Tab 4
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Research Article
Feature Augmentation of Classifiers Using Learning Time Series Shapelets Transformation for Night Setback Classification of District Heating Substations
Table 4
Averaged 5-fold cross-validation results of each classifier with feature augmentation.
Classifiers
Averaged 5-fold cross-validation results
precision_label0
recall_label0
f1_label0
precision_label1
recall_label1
f1_label1
DT
0.923
0.932
0.927
0.931
0.922
0.926
KNN
0.938
0.968
0.953
0.967
0.936
0.951
LR
0.968
0.966
0.967
0.966
0.968
0.967
MLP
0.976
0.968
0.972
0.968
0.976
0.972
RF
0.922
0.946
0.934
0.945
0.920
0.932
SVC
0.974
0.956
0.965
0.957
0.974
0.965