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) | Â | Â |
SVM | 0.671 (0.15) | Â | Â |
kNN | 0.491 (0.13) | Â | Â |
NB | 0.695 (0.17) | Â | Â |