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Computes the Probabilistic Rand Index (PRI) to measure the similarity between two clusterings (partitions) of a set of objects

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Probabilistic Rand Index

Description

Computes the Probabilistic Rand Index (PRI) to measure the similarity between two clusterings (partitions) of a set of objects.

Value

A single value between 0 and 1.

Details

The Probabilistic Rand Index is a refinement of the Rand Index, in which agreements and disagreements at the object-pair level are weighted according to the probability of their occurring by chance.

Usage and Languages

The instructions are provided in the subdirectories. The Probabilistic Rand Index has been implemented in four languages: Ansi C, Python, R, Common Lisp.

References

Claudio Carpineto, Giovanni Romano. Consensus Clustering Based on a New Probabilistic Rand Index with Application to Subtopic Retrieval. IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 34, Issue 12, pp. 2315-2326, December 2012.

http://search.fub.it/claudio/pdf/TPAMI2012.pdf

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Computes the Probabilistic Rand Index (PRI) to measure the similarity between two clusterings (partitions) of a set of objects

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