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Location: Clustering Methods » HDBSCAN » Best Qualities
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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 'HDBSCAN' 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 -- -- -- -- -- -- -- -- -- -- -- -- -- --
fu_flame 0.0 NaN 0.972 0.956 0.0 0.0 NaN 0.918 0.956 0.956 1.0 NaN 1.0 0.822
chang_pathbased 0.188 NaN 0.807 0.84 0.0 0.0 NaN 0.579 0.848 0.848 1.0 NaN 1.0 0.704
ppi_mips -- -- -- -- -- -- -- -- -- -- -- -- -- --
chang_spiral 0.0 NaN 0.947 0.919 0.0 0.0 NaN 0.813 0.938 NaN 1.0 NaN 1.0 0.798
astral_40_strsim -- -- -- -- -- -- -- -- -- -- -- -- -- --
astral_40_seqsim_beh -- -- -- -- -- -- -- -- -- -- -- -- -- --
zahn_compound 0.0 NaN 0.878 0.871 0.0 0.0 NaN NaN 0.98 NaN 1.0 NaN 1.0 NaN
fraenti_s3 0.0 NaN 0.611 0.565 0.0 0.0 NaN 0.272 0.947 0.947 1.0 NaN 1.0 0.605
bone_marrow_fixLabels 0.0 NaN 0.748 0.848 0.0 0.0 NaN 0.571 0.809 NaN 1.0 NaN 1.0 0.645
coli_state -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_find -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_need -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_time -- -- -- -- -- -- -- -- -- -- -- -- -- --
gionis_aggregation 0.0 NaN 0.937 0.905 0.0 0.0 NaN 0.81 0.959 0.959 1.0 NaN 1.0 0.844
veenman_r15 0.0 NaN 0.973 0.959 0.0 0.0 NaN 0.9 0.993 0.993 1.0 NaN 1.0 0.961
synthetic_spirals 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
synthetic_cassini 0.0 NaN 0.917 0.874 0.0 0.0 NaN 0.702 0.893 NaN 1.0 NaN 1.0 0.718
twonorm_100d 0.0 NaN 0.667 0.833 0.456 0.0 NaN 0.497 0.507 NaN 1.0 NaN 1.0 0.231
twonorm_50d 0.0 NaN 0.667 0.833 0.25 0.0 NaN 0.497 0.512 0.512 1.0 NaN 1.0 0.231
synthetic_cuboid 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
astral1_161 -- -- -- -- -- -- -- -- -- -- -- -- -- --
tcga -- -- -- -- -- -- -- -- -- -- -- -- -- --
bone_marrow 0.0 NaN 0.713 0.802 0.0 0.0 NaN 0.522 0.797 NaN 1.0 NaN 1.0 0.583
zachary -- -- -- -- -- -- -- -- -- -- -- -- -- --