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How well do clustering methods perform on 'astral_40_strsim'?


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 -- -- -- -- -- -- -- -- -- -- -- -- -- --
Self Organizing Maps -- -- -- -- -- -- -- -- -- -- -- -- -- --
Spectral Clustering 0.659 1.993 0.224 0.181 0.844 0.0 0.073 0.019 0.989 0.989 0.501 -0.002 1.0 0.78
clusterdp 0.539 NaN 0.852 0.832 0.0 0.0 NaN 0.676 0.996 0.996 0.987 NaN 1.0 0.941
HDBSCAN -- -- -- -- -- -- -- -- -- -- -- -- -- --
AGNES 0.513 NaN 0.851 0.848 0.0 0.0 NaN 0.58 0.995 0.995 1.0 NaN 1.0 0.921
c-Means 0.573 NaN 0.677 0.627 0.0 0.0 NaN 0.295 0.991 0.991 0.982 0.075 1.0 0.843
k-Medoids (PAM) 0.132 NaN 0.872 0.852 0.0 0.0 0.824 0.697 0.996 0.996 0.78 0.152 1.0 0.94
DIANA 0.509 NaN 0.495 0.391 0.0 0.0 NaN 0.179 0.991 NaN 1.0 NaN 1.0 0.846
DBSCAN Infinity NaN 0.179 0.124 0.0 0.0 NaN 0.016 0.989 0.989 1.0 NaN 1.0 0.784
Hierarchical Clustering 0.014 NaN 0.849 0.848 0.0 0.0 NaN 0.69 0.997 0.997 0.998 0.237 1.0 0.947
fanny 0.495 NaN 0.71 0.657 0.054 0.0 NaN 0.424 0.993 0.993 1.0 0.091 1.0 0.879
k-Means -- -- -- -- -- -- -- -- -- -- -- -- -- --
DensityCut -- -- -- -- -- -- -- -- -- -- -- -- -- --
clusterONE Infinity -Infinity 0.023 0.056 0.989 1.0 0.104 0.011 0.011 0.011 1.0 NaN 0.0 0.0
Affinity Propagation 0.053 1.097 0.837 0.789 0.0 0.0 0.783 0.63 0.996 0.996 0.668 0.147 1.0 0.931
Markov Clustering 0.538 2.041 0.645 0.675 0.198 0.001 0.466 0.294 0.991 0.991 1.0 NaN 0.999 0.857
Transitivity Clustering 0.0 NaN 0.84 0.844 0.0 0.0 NaN 0.684 0.997 0.997 1.0 NaN 1.0 0.943
MCODE 0.896 2.001 0.755 0.73 0.789 0.024 0.375 0.191 0.97 0.97 1.0 NaN 0.976 0.838