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clustering evaluation framework
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zahn_compound
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Best Qualities
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General
Statistics
Best Qualities
Best Parameters
All Clusterings
Hints:
How well do clustering methods perform on 'zahn_compound'?
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
0.02
5.204
0.769
0.875
0.0
0.0
0.83
0.69
0.889
0.889
1.0
NaN
1.0
0.806
Self Organizing Maps
0.337
5.204
0.611
0.764
0.0
0.0
0.676
0.457
0.805
0.805
1.0
0.638
1.0
0.643
Spectral Clustering
0.337
5.204
0.8
0.764
0.014
0.001
0.727
0.545
0.883
0.883
1.0
0.638
0.999
0.804
clusterdp
0.334
5.204
0.868
0.908
0.072
0.009
0.906
0.827
0.951
0.951
1.0
0.638
0.991
0.873
HDBSCAN
0.0
NaN
0.878
0.871
0.0
0.0
NaN
NaN
0.98
NaN
1.0
NaN
1.0
NaN
AGNES
0.0
Infinity
0.878
0.899
0.0
0.0
NaN
0.92
0.98
0.98
1.0
NaN
1.0
0.866
c-Means
0.0
Infinity
0.833
0.903
0.0
0.0
NaN
0.73
0.91
0.91
1.0
0.638
1.0
0.847
k-Medoids (PAM)
0.02
5.204
0.769
0.875
0.0
0.0
0.83
0.69
0.889
0.889
1.0
0.638
1.0
0.806
DIANA
0.0
Infinity
0.806
0.8
0.0
0.0
NaN
0.713
0.915
0.915
1.0
NaN
1.0
0.799
DBSCAN
0.0
Infinity
0.886
0.904
0.0
0.0
NaN
0.895
0.973
0.973
1.0
NaN
1.0
0.857
Hierarchical Clustering
0.0
Infinity
0.874
0.875
0.0
0.0
NaN
0.92
0.98
0.98
1.0
NaN
1.0
0.843
fanny
0.0
Infinity
0.811
0.875
0.0
0.0
NaN
0.692
0.909
0.909
1.0
0.638
1.0
0.806
k-Means
0.032
5.204
0.769
0.875
0.0
0.0
0.83
0.69
0.889
0.889
1.0
0.638
1.0
0.806
DensityCut
0.337
5.204
0.888
0.941
0.192
0.065
0.898
0.807
0.941
0.941
1.0
NaN
0.935
0.912
clusterONE
Infinity
-Infinity
0.381
0.578
0.753
1.0
0.497
0.247
0.247
0.247
1.0
NaN
0.0
0.0
Affinity Propagation
0.0
Infinity
0.581
0.578
0.06
0.0
NaN
0.305
0.819
0.819
1.0
NaN
1.0
0.696
Markov Clustering
Infinity
-Infinity
0.381
0.578
0.753
1.0
0.497
0.247
0.247
0.247
1.0
NaN
0.0
0.0
Transitivity Clustering
0.0
Infinity
0.848
0.883
0.0
0.0
NaN
0.782
0.934
0.934
1.0
NaN
1.0
0.847
MCODE
0.541
1.81
0.825
0.829
0.043
0.004
0.798
0.663
0.902
0.902
0.816
0.336
0.996
0.781