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How well do clustering methods perform on 'astral_40_seqsim_beh'?


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 0.859 2.001 0.457 0.421 0.25 0.0 0.143 0.074 0.989 0.989 1.0 0.035 1.0 0.78
clusterdp 0.292 NaN 0.664 0.599 0.0 0.0 NaN 0.375 0.993 0.993 0.867 NaN 1.0 0.875
HDBSCAN -- -- -- -- -- -- -- -- -- -- -- -- -- --
AGNES 0.222 NaN 0.714 0.649 0.0 0.0 NaN 0.418 0.993 0.993 1.0 NaN 1.0 0.881
c-Means 0.5 NaN 0.524 0.442 0.0 0.0 NaN 0.119 0.99 0.99 1.0 0.058 1.0 0.799
k-Medoids (PAM) 0.0 Infinity 0.576 0.498 0.0 0.0 0.46 0.222 0.991 0.991 0.988 0.104 1.0 0.853
DIANA 0.165 NaN 0.531 0.434 0.0 0.0 NaN 0.211 0.991 0.991 1.0 NaN 1.0 0.846
DBSCAN 0.222 NaN 0.261 0.188 0.0 0.0 NaN 0.034 0.99 0.99 1.0 NaN 1.0 0.793
Hierarchical Clustering 0.165 NaN 0.714 0.649 0.0 0.0 NaN 0.418 0.993 0.993 0.998 NaN 1.0 0.881
fanny 0.5 NaN 0.48 0.399 0.402 0.0 NaN 0.129 0.989 0.989 1.0 0.033 1.0 0.791
k-Means -- -- -- -- -- -- -- -- -- -- -- -- -- --
DensityCut -- -- -- -- -- -- -- -- -- -- -- -- -- --
clusterONE 0.925 1.896 0.634 0.544 0.751 0.012 0.294 0.17 0.981 0.981 0.359 0.101 0.988 0.825
Affinity Propagation 0.396 NaN 0.544 0.449 0.0 0.0 NaN 0.205 0.99 0.99 0.231 NaN 1.0 0.815
Markov Clustering 0.899 2.014 0.649 0.613 0.304 0.001 0.514 0.332 0.991 0.991 1.0 NaN 0.999 0.832
Transitivity Clustering 0.0 NaN 0.714 0.653 0.0 0.0 NaN 0.418 0.993 0.993 0.985 NaN 1.0 0.881
MCODE 0.709 1.996 0.463 0.393 0.981 0.32 0.104 0.019 0.679 0.679 1.0 NaN 0.68 0.57