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clustering evaluation framework
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veenman_r15
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Best Qualities
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Statistics
Best Qualities
Best Parameters
All Clusterings
Hints:
How well do clustering methods perform on 'veenman_r15'?
Program
Davies Bouldin Index (R)
Dunn Index (R)
F1-Score
F2-Score
False Discovery Rate
False Positive Rate
Fowlkes Mallows Index (R)
Jaccard Index (R)
Rand Index
Rand Index (R)
Sensitivity
Silhouette Value (R)
Specificity
V-Measure
CLARA
0.001
NaN
0.993
0.993
0.0
0.0
0.986
0.973
0.998
NaN
1.0
NaN
1.0
0.988
Self Organizing Maps
0.281
2.805
0.98
0.973
0.0
0.0
0.977
0.954
0.997
0.997
0.987
0.717
1.0
0.986
Spectral Clustering
0.379
2.912
0.952
0.934
0.013
0.0
0.931
0.869
0.991
0.991
1.0
0.614
1.0
0.949
clusterdp
0.221
5.806
0.997
0.997
0.003
0.0
0.993
0.987
0.999
0.999
1.0
0.753
1.0
0.994
HDBSCAN
0.0
NaN
0.973
0.959
0.0
0.0
NaN
0.9
0.993
0.993
1.0
NaN
1.0
0.961
AGNES
0.0
Infinity
0.995
0.995
0.0
0.0
NaN
0.98
0.999
0.999
1.0
NaN
1.0
0.992
c-Means
0.0
Infinity
0.997
0.997
0.0
0.0
NaN
0.987
0.999
0.999
1.0
0.753
1.0
0.994
k-Medoids (PAM)
0.0
5.725
0.997
0.997
0.0
0.0
0.993
0.987
0.999
0.999
1.0
0.753
1.0
0.994
DIANA
0.0
NaN
0.979
0.977
0.0
0.0
NaN
0.923
0.995
NaN
1.0
NaN
1.0
0.973
DBSCAN
0.0
Infinity
0.989
0.989
0.0
0.0
NaN
0.957
0.997
0.997
1.0
NaN
1.0
0.983
Hierarchical Clustering
0.0
Infinity
0.994
0.994
0.0
0.0
NaN
0.977
0.998
0.998
1.0
NaN
1.0
0.991
fanny
0.0
Infinity
0.989
0.986
0.0
0.0
NaN
0.965
0.998
0.998
1.0
0.726
1.0
0.988
k-Means
0.005
4.341
0.974
0.963
0.0
0.0
0.963
0.928
0.995
0.995
1.0
0.713
1.0
0.976
DensityCut
0.221
5.725
0.997
0.997
0.007
0.0
0.993
0.987
0.999
0.999
1.0
NaN
1.0
0.994
clusterONE
Infinity
-Infinity
0.125
0.263
0.935
1.0
0.255
0.065
0.065
0.065
1.0
NaN
0.0
0.0
Affinity Propagation
0.0
Infinity
0.997
0.997
0.004
0.0
NaN
0.987
0.999
0.999
1.0
NaN
1.0
0.994
Markov Clustering
Infinity
-Infinity
0.125
0.263
0.935
1.0
0.255
0.065
0.065
0.065
1.0
NaN
0.0
0.0
Transitivity Clustering
0.0
Infinity
0.997
0.997
0.0
0.0
NaN
0.987
0.999
0.999
1.0
NaN
1.0
0.994
MCODE
0.313
2.818
0.969
0.954
0.017
0.001
0.945
0.895
0.993
0.993
0.909
0.623
0.999
0.96