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Location: Clustering Methods » fanny » 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 'fanny' 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 0.484 NaN 0.767 0.759 0.003 0.0 NaN 0.525 0.872 0.872 1.0 NaN 1.0 0.79
fu_flame 0.0 Infinity 0.869 0.865 0.0 0.0 NaN 0.634 0.773 0.773 1.0 NaN 1.0 0.607
chang_pathbased 0.402 NaN 0.711 0.754 0.0 0.0 NaN 0.532 0.829 0.829 0.798 0.542 1.0 0.597
ppi_mips 0.0 NaN 0.888 0.925 0.17 0.0 NaN 0.824 0.997 0.997 1.0 0.945 1.0 0.968
chang_spiral 0.0 Infinity 0.5 0.714 0.0 0.0 NaN 0.331 0.705 0.705 1.0 0.472 1.0 0.503
astral_40_strsim 0.495 NaN 0.71 0.657 0.054 0.0 NaN 0.424 0.993 0.993 1.0 0.091 1.0 0.879
astral_40_seqsim_beh 0.5 NaN 0.48 0.399 0.402 0.0 NaN 0.129 0.989 0.989 1.0 0.033 1.0 0.791
zahn_compound 0.0 Infinity 0.811 0.875 0.0 0.0 NaN 0.692 0.909 0.909 1.0 0.638 1.0 0.806
fraenti_s3 0.0 Infinity 0.84 0.827 0.147 0.0 NaN 0.561 0.964 0.964 1.0 0.467 1.0 0.784
bone_marrow_fixLabels 0.414 NaN 0.973 0.973 0.055 0.018 0.944 0.894 0.959 NaN 1.0 NaN 0.982 0.906
coli_state 0.0 Infinity 0.53 0.698 0.393 0.0 NaN 0.391 0.614 0.614 1.0 NaN 1.0 0.356
coli_find 0.0 Infinity 0.254 0.399 0.823 0.0 NaN 0.128 0.873 0.873 1.0 NaN 1.0 0.546
coli_need 0.0 Infinity 0.551 0.739 0.523 0.0 NaN 0.39 0.613 0.613 1.0 NaN 1.0 0.356
coli_time 0.0 Infinity 0.404 0.597 0.659 0.0 NaN 0.264 0.736 0.736 1.0 NaN 1.0 0.397
gionis_aggregation 0.0 Infinity 0.892 0.887 0.0 0.0 NaN 0.716 0.932 0.932 1.0 0.526 1.0 0.88
veenman_r15 0.0 Infinity 0.989 0.986 0.0 0.0 NaN 0.965 0.998 0.998 1.0 0.726 1.0 0.988
synthetic_spirals 0.0 Infinity 0.667 0.833 0.0 0.0 NaN 0.498 0.515 0.515 1.0 NaN 1.0 0.274
synthetic_cassini 0.0 Infinity 0.957 0.956 0.0 0.0 NaN 0.869 0.951 0.951 0.987 NaN 1.0 0.884
twonorm_100d 0.0 Infinity 0.899 0.898 0.05 0.0 NaN 0.697 0.819 0.819 1.0 0.071 1.0 0.606
twonorm_50d 0.0 Infinity 0.975 0.975 0.019 0.0 NaN 0.906 0.951 0.951 1.0 0.09 1.0 0.838
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 0.504 NaN NaN NaN 0.076 0.0 NaN 0.203 NaN 0.862 NaN NaN NaN 0.537
tcga 0.0 Infinity 0.914 0.943 0.0 0.0 NaN 0.858 0.908 0.908 1.0 NaN 1.0 0.828
bone_marrow 0.414 2.687 0.921 0.921 0.065 0.007 0.867 0.765 0.9 0.9 1.0 NaN 0.993 0.735
zachary 0.475 2.205 1.0 1.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 NaN 1.0 1.0