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Location: Clustering Methods » c-Means » 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 'c-Means' 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 0.539 NaN 0.78 0.75 0.0 0.0 NaN 0.644 0.899 0.899 0.965 0.562 1.0 0.828
fu_flame 0.0 Infinity 0.857 0.853 0.0 0.0 NaN 0.611 0.759 0.759 0.732 0.443 1.0 0.611
chang_pathbased 0.056 NaN 0.707 0.748 0.0 0.0 NaN 0.493 0.823 0.823 0.798 0.542 1.0 0.605
ppi_mips 0.494 NaN 0.306 0.26 0.936 0.0 NaN 0.024 0.984 0.984 1.0 0.012 1.0 0.8
chang_spiral 0.0 Infinity 0.441 0.474 0.0 0.0 NaN 0.247 0.705 0.705 0.496 0.478 1.0 0.489
astral_40_strsim 0.573 NaN 0.677 0.627 0.0 0.0 NaN 0.295 0.991 0.991 0.982 0.075 1.0 0.843
astral_40_seqsim_beh 0.5 NaN 0.524 0.442 0.0 0.0 NaN 0.119 0.99 0.99 1.0 0.058 1.0 0.799
zahn_compound 0.0 Infinity 0.833 0.903 0.0 0.0 NaN 0.73 0.91 0.91 1.0 0.638 1.0 0.847
fraenti_s3 0.0 Infinity 0.847 0.84 0.132 0.0 NaN 0.576 0.965 0.965 0.918 0.481 1.0 0.789
bone_marrow_fixLabels NaN NaN 0.791 0.869 0.339 0.258 0.767 0.611 0.795 NaN 0.89 0.26 0.742 0.581
coli_state 0.0 Infinity 0.478 0.594 0.0 0.0 NaN 0.31 0.616 0.616 0.643 0.483 1.0 0.359
coli_find 0.0 Infinity 0.231 0.39 0.4 0.0 NaN 0.126 0.873 0.873 0.862 0.636 1.0 0.546
coli_need 0.0 Infinity 0.536 0.703 0.0 0.0 NaN 0.361 0.614 0.614 0.854 0.651 1.0 0.358
coli_time 0.0 Infinity 0.398 0.584 0.333 0.0 NaN 0.257 0.736 0.736 0.921 0.728 1.0 0.397
gionis_aggregation 0.0 Infinity 0.893 0.918 0.0 0.0 NaN 0.762 0.934 0.934 0.993 0.524 1.0 0.875
veenman_r15 0.0 Infinity 0.997 0.997 0.0 0.0 NaN 0.987 0.999 0.999 1.0 0.753 1.0 0.994
synthetic_spirals 0.0 Infinity 0.504 0.504 0.0 0.0 NaN 0.33 0.52 0.52 0.496 0.397 1.0 NaN
synthetic_cassini 0.0 Infinity 0.957 0.956 0.0 0.0 NaN 0.869 0.951 0.951 0.947 0.51 1.0 0.869
twonorm_100d 0.0 Infinity 0.97 0.97 0.0 0.0 NaN 0.889 0.942 0.942 0.99 0.069 1.0 0.808
twonorm_50d 0.0 Infinity 0.977 0.975 0.0 0.0 NaN 0.913 0.956 0.956 0.99 0.091 1.0 0.839
synthetic_cuboid 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 0.563 1.0 1.0
astral1_161 0.459 NaN NaN NaN 0.0 0.0 NaN 0.395 NaN 0.872 NaN 0.066 NaN 0.638
tcga 0.0 Infinity 0.963 0.964 0.0 0.0 NaN 0.92 0.953 0.953 0.988 0.18 1.0 0.847
bone_marrow 0.0 Infinity 0.921 0.921 0.0 0.0 NaN 0.765 0.9 0.9 0.867 0.352 1.0 0.735
zachary 0.0 NaN 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 0.156 1.0 1.0