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clustering evaluation framework
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twonorm_100d
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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 'twonorm_100d'?
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
0.39
2.016
0.667
0.833
0.0
0.0
0.705
0.497
0.538
0.538
1.0
NaN
1.0
0.232
Self Organizing Maps
0.508
1.983
0.666
0.831
0.051
0.0
0.702
0.495
0.599
0.599
0.99
0.017
1.0
0.338
Spectral Clustering
0.962
2.068
0.965
0.965
0.068
0.005
0.932
0.872
0.932
0.932
0.932
0.038
0.995
0.782
clusterdp
0.473
2.116
0.666
0.831
0.355
0.043
0.702
0.495
0.549
0.549
0.99
0.053
0.957
0.17
HDBSCAN
0.0
NaN
0.667
0.833
0.456
0.0
NaN
0.497
0.507
NaN
1.0
NaN
1.0
0.231
AGNES
0.0
Infinity
0.89
0.89
0.0
0.0
NaN
0.671
0.803
0.803
1.0
NaN
1.0
0.509
c-Means
0.0
Infinity
0.97
0.97
0.0
0.0
NaN
0.889
0.942
0.942
0.99
0.069
1.0
0.808
k-Medoids (PAM)
0.389
2.075
0.66
0.66
0.0
0.0
0.547
0.376
0.549
0.549
0.547
0.013
1.0
0.232
DIANA
0.0
Infinity
0.95
0.95
0.0
0.0
NaN
0.825
0.905
0.905
1.0
NaN
1.0
0.738
DBSCAN
0.0
Infinity
0.667
0.833
0.503
0.0
NaN
0.497
0.503
0.503
1.0
NaN
1.0
0.231
Hierarchical Clustering
0.0
Infinity
0.89
0.89
0.0
0.0
NaN
0.671
0.803
0.803
0.99
NaN
1.0
0.509
fanny
0.0
Infinity
0.899
0.898
0.05
0.0
NaN
0.697
0.819
0.819
1.0
0.071
1.0
0.606
k-Means
0.389
2.064
0.965
0.965
0.0
0.0
0.932
0.872
0.932
0.932
0.932
0.039
1.0
0.782
DensityCut
0.96
2.035
0.667
0.833
0.501
0.733
0.705
0.497
0.501
0.501
1.0
NaN
0.267
0.081
clusterONE
0.803
2.025
0.788
0.833
0.148
0.02
0.705
0.529
0.698
0.698
1.0
NaN
0.98
0.364
Affinity Propagation
--
--
--
--
--
--
--
--
--
--
--
--
--
--
Markov Clustering
Infinity
-Infinity
0.667
0.833
0.503
1.0
0.705
0.497
0.497
0.497
1.0
NaN
0.0
0.0
Transitivity Clustering
0.0
Infinity
0.667
0.833
0.0
0.0
NaN
0.497
0.604
0.604
1.0
NaN
1.0
0.294
MCODE
0.919
1.854
0.667
0.833
0.389
0.063
0.705
0.497
0.551
0.551
1.0
NaN
0.937
0.152