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How well do clustering methods perform on 'coli_state'?


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 0.862 1.609 0.516 0.676 0.493 0.0 0.583 0.362 0.609 0.609 0.898 NaN 1.0 0.355
clusterdp 0.11 9.113 0.546 0.696 0.586 0.67 0.629 0.405 0.485 0.485 0.995 NaN 0.33 0.199
HDBSCAN -- -- -- -- -- -- -- -- -- -- -- -- -- --
AGNES 0.0 Infinity 0.546 0.698 0.0 0.0 NaN 0.405 0.632 0.632 1.0 NaN 1.0 0.383
c-Means 0.0 Infinity 0.478 0.594 0.0 0.0 NaN 0.31 0.616 0.616 0.643 0.483 1.0 0.359
k-Medoids (PAM) 0.002 5.254 0.507 0.542 0.0 0.0 0.466 0.3 0.613 0.613 0.54 NaN 1.0 0.371
DIANA 0.0 Infinity 0.53 0.698 0.0 0.0 NaN 0.392 0.615 0.615 1.0 NaN 1.0 0.372
DBSCAN Infinity -Infinity 0.53 0.698 0.609 1.0 0.625 0.391 0.391 0.391 1.0 NaN 0.0 0.0
Hierarchical Clustering 0.0 Infinity 0.546 0.696 0.0 0.0 NaN 0.405 0.632 0.632 0.995 NaN 1.0 0.383
fanny 0.0 Infinity 0.53 0.698 0.393 0.0 NaN 0.391 0.614 0.614 1.0 NaN 1.0 0.356
k-Means -- -- -- -- -- -- -- -- -- -- -- -- -- --
DensityCut -- -- -- -- -- -- -- -- -- -- -- -- -- --
clusterONE Infinity -Infinity 0.53 0.698 0.609 1.0 0.625 0.391 0.391 0.391 1.0 NaN 0.0 0.0
Affinity Propagation 0.0 Infinity 0.485 0.506 0.573 0.0 NaN 0.255 0.609 0.609 0.409 NaN 1.0 0.356
Markov Clustering Infinity -Infinity 0.53 0.698 0.609 1.0 0.625 0.391 0.391 0.391 1.0 NaN 0.0 0.0
Transitivity Clustering 0.0 Infinity 0.53 0.698 0.0 0.0 NaN 0.392 0.619 0.619 1.0 NaN 1.0 0.372
MCODE 0.644 2.213 0.526 0.685 0.594 0.211 0.609 0.384 0.56 0.56 0.943 0.514 0.789 0.181