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Location: Clustering Methods » CLARA » 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 'CLARA' 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 0.054 3.736 0.841 0.841 0.0 0.0 0.736 0.582 0.734 0.734 1.0 NaN 1.0 0.548
chang_pathbased 0.0 Infinity 0.714 0.75 0.0 0.0 0.689 0.517 0.814 0.814 1.0 NaN 1.0 0.598
ppi_mips -- -- -- -- -- -- -- -- -- -- -- -- -- --
chang_spiral 0.008 3.487 0.5 0.714 0.0 0.0 0.576 0.331 0.701 0.701 1.0 NaN 1.0 0.477
astral_40_strsim -- -- -- -- -- -- -- -- -- -- -- -- -- --
astral_40_seqsim_beh -- -- -- -- -- -- -- -- -- -- -- -- -- --
zahn_compound 0.02 5.204 0.769 0.875 0.0 0.0 0.83 0.69 0.889 0.889 1.0 NaN 1.0 0.806
fraenti_s3 0.438 3.798 0.845 0.845 0.107 0.0 0.728 0.573 0.964 0.964 1.0 NaN 1.0 0.787
bone_marrow_fixLabels 0.258 2.367 0.885 0.874 0.0 0.0 0.839 0.716 0.892 0.892 1.0 NaN 1.0 0.79
coli_state -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_find -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_need -- -- -- -- -- -- -- -- -- -- -- -- -- --
coli_time -- -- -- -- -- -- -- -- -- -- -- -- -- --
gionis_aggregation 0.01 3.732 0.869 0.88 0.0 0.0 0.842 0.712 0.919 0.919 1.0 NaN 1.0 0.862
veenman_r15 0.001 NaN 0.993 0.993 0.0 0.0 0.986 0.973 0.998 NaN 1.0 NaN 1.0 0.988
synthetic_spirals 0.025 3.529 0.667 0.833 0.0 0.0 0.706 0.498 0.521 0.521 1.0 NaN 1.0 0.294
synthetic_cassini 0.005 4.248 0.768 0.839 0.0 0.0 0.8 0.651 0.834 0.834 1.0 NaN 1.0 0.763
twonorm_100d 0.39 2.016 0.667 0.833 0.0 0.0 0.705 0.497 0.538 0.538 1.0 NaN 1.0 0.232
twonorm_50d 0.318 2.139 0.859 0.858 0.0 0.0 0.76 0.613 0.758 0.758 1.0 NaN 1.0 0.442
synthetic_cuboid 0.012 3.888 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 0.251 2.517 0.834 0.827 0.0 0.0 0.769 0.617 0.842 0.842 1.0 NaN 1.0 0.645
zachary -- -- -- -- -- -- -- -- -- -- -- -- -- --