Research Article

A -Deviation Density Based Clustering Algorithm

Table 3

The corresponding results with BSDS500 from DBSCAN and kDDBSCAN.

IndexAlgorithmHomogeneityCompleteness-measureARIFMINMI

35070kDDBSCAN0.7750.4090.5360.5980.7870.563
DBSCAN0.5910.4310.4980.5070.7290.504
35008kDDBSCAN0.7490.4170.5360.6870.8830.559
DBSCAN0.5350.5970.5640.7070.9150.565
22090kDDBSCAN0.7380.6260.6770.7650.8080.680
DBSCAN0.5750.6120.5930.5500.6550.594