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Mathematical Problems in Engineering
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Mathematical Problems in Engineering
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2018
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Article
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Tab 3
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Research Article
A
-Deviation Density Based Clustering Algorithm
Table 3
The corresponding results with BSDS500 from DBSCAN and kDDBSCAN.
Index
Algorithm
Homogeneity
Completeness
-measure
ARI
FMI
NMI
35070
kDDBSCAN
0.775
0.409
0.536
0.598
0.787
0.563
DBSCAN
0.591
0.431
0.498
0.507
0.729
0.504
35008
kDDBSCAN
0.749
0.417
0.536
0.687
0.883
0.559
DBSCAN
0.535
0.597
0.564
0.707
0.915
0.565
22090
kDDBSCAN
0.738
0.626
0.677
0.765
0.808
0.680
DBSCAN
0.575
0.612
0.593
0.550
0.655
0.594