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Here you see a comparison matrix how well this clustering method performs on different datasets (rows). Where the performance is measured with different clustering quality measures (columns).

You can reorder the matrix by a certain column, to see on which dataset this clustering method performs best on, when measures by the corresponding clustering quality measure of that column.

How well does 'Hierarchical Clustering' perform on different datasets?


Dataset Type 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
brown 0.077 NaN 0.987 0.993 0.0 0.0 NaN 0.999 1.0 1.0 1.0 NaN 1.0 0.994
fu_flame 0.0 Infinity 0.972 0.956 0.0 0.0 NaN 0.918 0.956 0.956 0.989 NaN 1.0 0.822
chang_pathbased 0.0 NaN 0.736 0.763 0.0 0.0 NaN 0.605 0.867 0.867 0.994 NaN 1.0 0.7
ppi_mips 0.113 NaN 0.88 0.916 0.0 0.0 NaN 0.811 0.996 0.996 1.0 0.958 1.0 0.963
chang_spiral 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
astral_40_strsim 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
astral_40_seqsim_beh 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
zahn_compound 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
fraenti_s3 0.0 Infinity 0.79 0.794 0.0 0.0 NaN 0.481 0.957 NaN 1.0 NaN 1.0 0.75
bone_marrow_fixLabels 0.372 NaN 1.0 1.0 0.0 0.0 1.0 1.0 1.0 NaN 1.0 0.371 1.0 1.0
coli_state 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
coli_find 0.0 Infinity 0.237 0.398 0.0 0.0 NaN 0.13 0.874 0.874 0.999 NaN 1.0 0.546
coli_need 0.0 Infinity 0.547 0.733 0.0 0.0 NaN 0.381 0.614 0.614 0.975 NaN 1.0 0.359
coli_time 0.0 Infinity 0.404 0.596 0.0 0.0 NaN 0.263 0.736 0.736 0.994 NaN 1.0 0.397
gionis_aggregation 0.0 Infinity 0.967 0.982 0.0 0.0 NaN 0.973 0.994 0.994 1.0 NaN 1.0 0.971
veenman_r15 0.0 Infinity 0.994 0.994 0.0 0.0 NaN 0.977 0.998 0.998 1.0 NaN 1.0 0.991
synthetic_spirals 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
synthetic_cassini 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
twonorm_100d 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
twonorm_50d 0.0 Infinity 0.897 0.88 0.0 0.0 NaN 0.677 0.82 0.82 0.99 NaN 1.0 0.524
synthetic_cuboid 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
astral1_161 0.0 NaN NaN NaN 0.0 0.0 NaN 0.508 NaN 0.917 NaN NaN NaN 0.733
tcga 0.0 Infinity 0.998 0.997 0.0 0.0 NaN 0.991 0.995 0.995 1.0 NaN 1.0 0.986
bone_marrow 0.0 Infinity 0.933 0.926 0.0 0.0 NaN 0.782 0.913 0.913 0.973 NaN 1.0 0.789
zachary 0.0 NaN 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0