manpreet Best Answer 3 years ago

I am providing class label to the ELKI elki-bundle-0.7.1

It provides a lot of statistics such as below but i cant find info about what are they?

I know f1-measure, precision and recall however how can there be multiple measures? Aren't they supposed to be calculated according to the result of clustering?

Thank you

Pair counting measures?

Jaccard 0.3851744186046512
F1-Measure 0.5561385099685204
Precision 0.6463414634146342
Recall 0.4880294659300184
Rand 0.8368055555555556
ARI 0.458537539334965

FowlkesMallows 0.5616348272664993

Entropy based measures?

NMI Joint 0.5758289911830176
NMI Sqrt 0.7309481146561948

BCubed-based measures?

F1-Measure 0.7033781601851384
Recall 0.6901589423648247
Precision 0.7171136653895275

Set-Matching-based measures?

F1-Measure 0.7702702702702702
Purity 0.7916666666666667
Inverse Purity 0.7499999999999998

Editing-distance measures?

F1-Measure 0.6312576312576313
Precision 0.6527777777777778
Recall 0.6111111111111112

Gini measures?

Mean +-0.2958 0.703636303877176