Fig. 10
From: Anomaly detection in quasi-periodic energy consumption data series: a comparison of algorithms
Comparison of the generalization performance of the top-5 methods. The orange bar represents the baseline \(\hbox {F}_{1}\) score (i.e., training and testing done on the same dataset), the blue bar denotes the \(\hbox {F}_{1}\) score achieved by fine tuning the threshold on the validation set of the target appliance, and the green bar shows the performances obtained using the trained algorithm without fine tuning