Research Article

A Generative Clustering Ensemble Model and Its Application in IoT Data Analysis

Table 4

NMI metrics of different approaches on IoT datasets.

DatasetsApproaches
-meansSVSWVEMCoCEWCTHFECCSPAU-SPECDECIDECVaDEGCE

KDD’990.14570.19680.20730.19640.37500.42730.40380.16380.36470.32040.39440.41640.4742
NSL-KDD0.16860.21470.25660.27730.39050.47650.41640.26640.43670.41510.46330.48460.5402
AWID0.22800.26610.27640.50510.33480.39270.52290.35620.60030.44710.45330.44620.6482
UCI-IoT0.15170.18430.18560.22360.31460.25040.33590.27420.30570.33160.35130.33450.4217
Synthetic dataset0.25090.31620.38650.33740.42850.41960.49570.41520.69600.46180.51760.55040.7160