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Location: Clustering Methods » clusterONE » 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 'clusterONE' 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 0.558 2.14 0.942 0.948 0.039 0.011 0.976 0.953 0.99 0.99 1.0 NaN 0.989 0.961
fu_flame Infinity -Infinity 0.689 0.841 0.464 1.0 0.732 0.536 0.536 0.536 1.0 NaN 0.0 0.0
chang_pathbased Infinity -Infinity 0.501 0.715 0.667 1.0 0.577 0.333 0.333 0.333 1.0 NaN 0.0 0.0
ppi_mips 0.208 2.5 0.87 0.912 0.192 0.004 0.889 0.794 0.996 0.996 1.0 NaN 0.996 0.96
chang_spiral Infinity -Infinity 0.5 0.714 0.669 1.0 0.576 0.331 0.331 0.331 1.0 NaN 0.0 0.0
astral_40_strsim Infinity -Infinity 0.023 0.056 0.989 1.0 0.104 0.011 0.011 0.011 1.0 NaN 0.0 0.0
astral_40_seqsim_beh 0.925 1.896 0.634 0.544 0.751 0.012 0.294 0.17 0.981 0.981 0.359 0.101 0.988 0.825
zahn_compound Infinity -Infinity 0.381 0.578 0.753 1.0 0.497 0.247 0.247 0.247 1.0 NaN 0.0 0.0
fraenti_s3 Infinity -Infinity 0.125 0.263 0.933 1.0 0.258 0.067 0.067 0.067 1.0 NaN 0.0 0.0
bone_marrow_fixLabels Infinity NaN 0.537 0.731 0.639 1.0 0.601 0.361 0.361 NaN 1.0 NaN 0.0 0.0
coli_state 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
coli_find Infinity -Infinity 0.221 0.394 0.873 1.0 0.356 0.127 0.127 0.127 1.0 NaN 0.0 0.0
coli_need Infinity -Infinity 0.55 0.739 0.613 1.0 0.622 0.387 0.387 0.387 1.0 NaN 0.0 0.0
coli_time Infinity -Infinity 0.403 0.597 0.736 1.0 0.513 0.264 0.264 0.264 1.0 NaN 0.0 0.0
gionis_aggregation Infinity -Infinity 0.345 0.543 0.783 1.0 0.465 0.217 0.217 0.217 1.0 NaN 0.0 0.0
veenman_r15 Infinity -Infinity 0.125 0.263 0.935 1.0 0.255 0.065 0.065 0.065 1.0 NaN 0.0 0.0
synthetic_spirals Infinity -Infinity 0.667 0.833 0.502 1.0 0.706 0.498 0.498 0.498 1.0 NaN 0.0 0.0
synthetic_cassini Infinity -Infinity 0.524 0.726 0.643 1.0 0.598 0.357 0.357 0.357 1.0 NaN 0.0 0.0
twonorm_100d 0.803 2.025 0.788 0.833 0.148 0.02 0.705 0.529 0.698 0.698 1.0 NaN 0.98 0.364
twonorm_50d 0.774 2.12 0.925 0.924 0.08 0.006 0.861 0.757 0.861 0.861 1.0 NaN 0.994 0.684
synthetic_cuboid Infinity -Infinity 0.415 0.635 0.739 1.0 0.511 0.261 0.261 0.261 1.0 NaN 0.0 0.0
astral1_161 0.895 2.009 0.317 0.501 0.831 0.843 0.407 0.166 0.274 0.274 1.0 NaN 0.157 0.138
tcga Infinity -Infinity 0.678 0.806 0.446 1.0 0.744 0.554 0.554 0.554 1.0 NaN 0.0 0.0
bone_marrow 0.472 2.901 0.847 0.84 0.18 0.057 0.723 0.566 0.799 0.799 1.0 NaN 0.943 0.612
zachary 0.837 2.178 0.848 0.847 0.0 0.0 0.77 0.601 0.802 0.802 1.0 NaN 1.0 0.707