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Location: Clustering Methods » DBSCAN » 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 'DBSCAN' 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 0.405 NaN 0.68 0.593 0.0 0.0 0.481 0.237 0.832 0.832 1.0 NaN 1.0 0.759
fu_flame 0.0 Infinity 0.987 0.985 0.0 0.0 NaN 0.959 0.978 0.978 1.0 NaN 1.0 0.909
chang_pathbased 0.0 Infinity 0.947 0.946 0.0 0.0 0.896 0.812 0.93 0.93 1.0 NaN 1.0 0.817
ppi_mips 0.491 NaN 0.89 0.914 0.144 0.003 0.912 0.836 0.997 0.997 1.0 NaN 0.997 0.968
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 Infinity NaN 0.179 0.124 0.0 0.0 NaN 0.016 0.989 0.989 1.0 NaN 1.0 0.784
astral_40_seqsim_beh 0.222 NaN 0.261 0.188 0.0 0.0 NaN 0.034 0.99 0.99 1.0 NaN 1.0 0.793
zahn_compound 0.0 Infinity 0.886 0.904 0.0 0.0 NaN 0.895 0.973 0.973 1.0 NaN 1.0 0.857
fraenti_s3 0.0 Infinity 0.63 0.694 0.008 0.0 NaN 0.334 0.948 0.948 1.0 NaN 1.0 0.67
bone_marrow_fixLabels 0.0 NaN 0.537 0.731 0.639 0.0 NaN 0.361 0.639 NaN 1.0 NaN 1.0 0.442
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 0.0 Infinity 0.864 0.916 0.0 0.0 NaN 0.755 0.937 0.937 1.0 NaN 1.0 0.889
veenman_r15 0.0 Infinity 0.989 0.989 0.0 0.0 NaN 0.957 0.997 0.997 1.0 NaN 1.0 0.983
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 0.667 0.833 0.503 0.0 NaN 0.497 0.503 0.503 1.0 NaN 1.0 0.231
twonorm_50d 0.0 Infinity 0.667 0.833 0.0 0.0 NaN 0.497 0.503 0.503 1.0 NaN 1.0 0.234
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 0.074 NaN 0.287 0.501 0.0 0.0 NaN 0.166 0.835 0.835 1.0 NaN 1.0 0.454
tcga 0.0 Infinity 0.944 0.94 0.0 0.0 NaN 0.881 0.931 0.931 1.0 NaN 1.0 0.792
bone_marrow 0.0 Infinity 0.933 0.926 0.0 0.0 NaN 0.782 0.913 0.913 1.0 NaN 1.0 0.789
zachary 0.637 NaN 0.668 0.834 0.0 0.0 NaN 0.487 0.522 0.522 1.0 NaN 1.0 0.342