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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 'Transitivity Clustering' 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 0.025 NaN 0.986 0.987 0.0 0.0 NaN 0.996 0.999 0.999 1.0 NaN 1.0 0.991
fu_flame 0.0 Infinity 0.866 0.841 0.0 0.0 NaN 0.593 0.769 0.769 1.0 NaN 1.0 0.597
chang_pathbased 0.0 NaN 0.73 0.732 0.0 0.0 NaN 0.626 0.871 0.871 1.0 NaN 1.0 0.708
ppi_mips 0.0 NaN 0.881 0.92 0.183 0.0 NaN 0.808 0.996 0.996 1.0 NaN 1.0 0.965
chang_spiral 0.0 Infinity 0.5 0.714 0.0 0.0 NaN 0.331 0.72 0.72 1.0 NaN 1.0 0.536
astral_40_strsim 0.0 NaN 0.84 0.844 0.0 0.0 NaN 0.684 0.997 0.997 1.0 NaN 1.0 0.943
astral_40_seqsim_beh 0.0 NaN 0.714 0.653 0.0 0.0 NaN 0.418 0.993 0.993 0.985 NaN 1.0 0.881
zahn_compound 0.0 Infinity 0.848 0.883 0.0 0.0 NaN 0.782 0.934 0.934 1.0 NaN 1.0 0.847
fraenti_s3 0.309 3.347 0.835 0.82 0.083 0.001 0.709 0.548 0.963 0.963 1.0 NaN 0.999 0.773
bone_marrow_fixLabels 0.0 Infinity 0.986 0.979 0.0 0.0 NaN 0.929 0.974 0.974 1.0 NaN 1.0 0.952
coli_state 0.0 Infinity 0.53 0.698 0.0 0.0 NaN 0.392 0.619 0.619 1.0 NaN 1.0 0.372
coli_find 0.0 Infinity 0.235 0.395 0.28 0.0 NaN 0.127 0.874 0.874 1.0 NaN 1.0 0.546
coli_need 0.0 Infinity 0.55 0.739 0.0 0.0 NaN 0.387 0.614 0.614 1.0 NaN 1.0 0.359
coli_time 0.0 Infinity 0.403 0.597 0.235 0.0 NaN 0.264 0.736 0.736 1.0 NaN 1.0 0.397
gionis_aggregation 0.0 Infinity 0.975 0.984 0.0 0.0 NaN 0.98 0.996 0.996 1.0 NaN 1.0 0.978
veenman_r15 0.0 Infinity 0.997 0.997 0.0 0.0 NaN 0.987 0.999 0.999 1.0 NaN 1.0 0.994
synthetic_spirals 0.0 Infinity 0.667 0.833 0.0 0.0 NaN 0.498 0.527 0.527 1.0 NaN 1.0 0.312
synthetic_cassini 0.0 Infinity 0.885 0.867 0.0 0.0 NaN 0.657 0.871 0.871 1.0 NaN 1.0 0.794
twonorm_100d 0.0 Infinity 0.667 0.833 0.0 0.0 NaN 0.497 0.604 0.604 1.0 NaN 1.0 0.294
twonorm_50d 0.0 Infinity 0.827 0.833 0.0 0.0 NaN 0.522 0.748 0.748 1.0 NaN 1.0 0.459
synthetic_cuboid 0.0 NaN 0.961 0.943 0.0 0.0 NaN 0.887 0.971 NaN 1.0 NaN 1.0 0.945
astral1_161 0.0 NaN 0.732 0.719 0.0 0.0 NaN 0.5 0.91 0.91 0.996 NaN 1.0 0.719
tcga 0.0 Infinity 0.986 0.984 0.0 0.0 NaN 0.956 0.975 0.975 1.0 NaN 1.0 0.919
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 0.0 NaN 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0