Clusteval logo ClustEval clustering evaluation framework
Location: Clustering Methods » DIANA » Best Qualities
Navigation:
027Hints:

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 'DIANA' 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 0.123 NaN 0.991 0.995 0.0 0.0 NaN 0.999 1.0 1.0 1.0 NaN 1.0 0.996
fu_flame 0.0 Infinity 0.857 0.852 0.0 0.0 NaN 0.61 0.75 0.75 1.0 NaN 1.0 0.582
chang_pathbased 0.0 NaN 0.728 0.745 0.0 0.0 NaN 0.545 0.832 0.832 1.0 NaN 1.0 0.604
ppi_mips Infinity NaN 0.334 0.271 0.03 0.0 NaN 0.33 0.989 NaN 1.0 NaN 1.0 0.82
chang_spiral 0.0 Infinity 0.5 0.714 0.0 0.0 NaN 0.331 0.699 0.699 1.0 NaN 1.0 0.476
astral_40_strsim 0.509 NaN 0.495 0.391 0.0 0.0 NaN 0.179 0.991 NaN 1.0 NaN 1.0 0.846
astral_40_seqsim_beh 0.165 NaN 0.531 0.434 0.0 0.0 NaN 0.211 0.991 0.991 1.0 NaN 1.0 0.846
zahn_compound 0.0 Infinity 0.806 0.8 0.0 0.0 NaN 0.713 0.915 0.915 1.0 NaN 1.0 0.799
fraenti_s3 0.065 3.495 0.767 0.769 0.046 0.0 0.643 0.474 0.955 0.955 1.0 NaN 1.0 0.748
bone_marrow_fixLabels NaN NaN 0.896 0.862 0.035 0.016 0.852 0.732 0.9 NaN 1.0 NaN 0.984 0.801
coli_state 0.0 Infinity 0.53 0.698 0.0 0.0 NaN 0.392 0.615 0.615 1.0 NaN 1.0 0.372
coli_find 0.0 Infinity 0.244 0.398 0.0 0.0 NaN 0.128 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 0.404 0.597 0.0 0.0 NaN 0.264 0.736 0.736 1.0 NaN 1.0 0.397
gionis_aggregation 0.0 Infinity 0.841 0.879 0.0 0.0 NaN 0.709 0.914 0.914 1.0 NaN 1.0 0.807
veenman_r15 0.0 NaN 0.979 0.977 0.0 0.0 NaN 0.923 0.995 NaN 1.0 NaN 1.0 0.973
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 0.282
synthetic_cassini 0.0 NaN 0.772 0.844 0.0 0.0 NaN 0.651 0.819 NaN 1.0 NaN 1.0 0.635
twonorm_100d 0.0 Infinity 0.95 0.95 0.0 0.0 NaN 0.825 0.905 0.905 1.0 NaN 1.0 0.738
twonorm_50d 0.0 Infinity 0.97 0.97 0.0 0.0 NaN 0.889 0.942 0.942 1.0 NaN 1.0 0.835
synthetic_cuboid 0.0 Infinity 0.857 0.911 0.0 0.0 NaN 0.729 0.909 0.909 1.0 NaN 1.0 0.857
astral1_161 0.0 NaN 0.481 0.53 0.0 0.0 NaN 0.247 0.871 0.871 1.0 NaN 1.0 0.613
tcga 0.0 Infinity 0.911 0.94 0.0 0.0 NaN 0.849 0.902 0.902 1.0 NaN 1.0 0.799
bone_marrow 0.0 Infinity 0.858 0.832 0.0 0.0 NaN 0.689 0.875 0.875 1.0 NaN 1.0 0.692
zachary 0.0 NaN 0.718 0.834 0.0 0.0 NaN 0.601 0.806 0.806 1.0 NaN 1.0 0.589