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Table 5 Heat pump age in years 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 (<10)

AUC (≥10)

AUC (≥20)

Three classes {<10,10≤X<20,≥20}

RF

0.651 (0.09)

0.617 (0.15)

0.726 (0.23)

SVM

0.631 (0.17)

0.626 (0.14)

0.395 (0.34)

kNN

0.417 (0.11)

0.517 (0.20)

0.439 (0.05)

NB

0.656 (0.14)

0.623 (0.19)

0.366 (0.29)

Two classes {<10,≥10}

RF

0.654 (0.18)

  

SVM

0.671 (0.15)

  

kNN

0.491 (0.13)

  

NB

0.695 (0.17)

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