An Anomaly Detection Algorithm Selection Service for IoT Stream Data Based on Tsfresh Tool and Genetic Algorithm

Table 5

The AUC values computed for each experimental dataset using our developed ADSS framework.

Time series	OC-SVM	PCI	LSTM	LOF	Autoencoder	ADSS
Dataset 1	0.939	0.689	0.589	0.952	0.597	0.955
Dataset 2	0.957	0.674	0.578	0.951	0.602	0.956
Dataset 3	0.995	0.762	0.734	0.995	0.743	0.995
Dataset 4	0.851	0.522	0.812	0.814	0.782	0.856
NYCT	0.586	0.54	0.841	0.493	0.697	0.841