Information theory | Clustering criteria

Adjusted mutual information

In probability theory and information theory, adjusted mutual information, a variation of mutual information may be used for comparing clusterings. It corrects the effect of agreement solely due to chance between clusterings, similar to the way the adjusted rand index corrects the Rand index. It is closely related to variation of information: when a similar adjustment is made to the VI index, it becomes equivalent to the AMI. The adjusted measure however is no longer metrical. (Wikipedia).

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Related pages

Rand index | Similarity measure | Hypergeometric distribution | Probability theory | Variation of information | Partition of a set | Mutual information | Contingency table | Entropy (information theory) | Information theory