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Table 4 Heat pump type (reservoir) with data from week 10, 2020 using smart meter and weather features

From: Detection of heat pumps from smart meter and open data

Algo. AUC (ground source) AUC (air source) AUC (no heat pump)
Three classes {ground source,air source,no heat pump} using complete dataset (n=381)
RF 0.732 (0.08) 0.859 (0.21) 0.811 (0.05)
SVM 0.734 (0.09) 0.835 (0.25) 0.803 (0.06)
kNN 0.548 (0.07) 0.640 (0.17) 0.670 (0.06)
NB 0.494 (0.14) 0.802 (0.20) 0.728 (0.08)
Two classes {ground source,air source} using known installations (n=87)
RF 0.559 (0.30)   
SVM 0.529 (0.27)   
kNN 0.593 (0.16)   
NB 0.649 (0.30)