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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 'DensityCut' 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 0.562 2.638 1.0 1.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 NaN 1.0 1.0
chang_pathbased 0.478 4.149 0.76 0.87 0.005 0.0 0.738 0.553 0.785 0.785 1.0 NaN 1.0 0.654
ppi_mips -- -- -- -- -- -- -- -- -- -- -- -- -- --
chang_spiral 0.734 2.55 1.0 1.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 NaN 1.0 1.0
astral_40_strsim -- -- -- -- -- -- -- -- -- -- -- -- -- --
astral_40_seqsim_beh -- -- -- -- -- -- -- -- -- -- -- -- -- --
zahn_compound 0.337 5.204 0.888 0.941 0.192 0.065 0.898 0.807 0.941 0.941 1.0 NaN 0.935 0.912
fraenti_s3 0.433 3.26 0.861 0.861 0.248 0.018 0.754 0.606 0.967 0.967 1.0 NaN 0.982 0.803
bone_marrow_fixLabels 0.623 NaN 0.918 0.918 0.199 0.127 0.852 0.74 0.885 NaN 1.0 0.292 0.873 0.8
coli_state -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_find -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_need -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_time -- -- -- -- -- -- -- -- -- -- -- -- -- --
gionis_aggregation 0.334 3.729 1.0 1.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 NaN 1.0 1.0
veenman_r15 0.221 5.725 0.997 0.997 0.007 0.0 0.993 0.987 0.999 0.999 1.0 NaN 1.0 0.994
synthetic_spirals 0.694 2.881 1.0 1.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 NaN 1.0 1.0
synthetic_cassini 0.439 4.24 1.0 1.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 NaN 1.0 1.0
twonorm_100d 0.96 2.035 0.667 0.833 0.501 0.733 0.705 0.497 0.501 0.501 1.0 NaN 0.267 0.081
twonorm_50d 0.968 2.005 0.737 0.833 0.188 0.083 0.705 0.497 0.651 0.651 1.0 NaN 0.917 0.318
synthetic_cuboid 0.418 3.892 1.0 1.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 NaN 1.0 1.0
astral1_161 -- -- -- -- -- -- -- -- -- -- -- -- -- --
tcga -- -- -- -- -- -- -- -- -- -- -- -- -- --
bone_marrow 0.623 2.519 0.894 0.894 0.23 0.15 0.804 0.672 0.846 0.846 1.0 NaN 0.85 0.66
zachary -- -- -- -- -- -- -- -- -- -- -- -- -- --