A normalized soft window-based similarity measure to extend the Rand index

This article addresses the problem of the construction of concordance measures between two crisp, fuzzy and possibilistic partitions from their coincidence matrices. Two existing approaches are reviewed and their advantages and drawbacks are exhibited so that a new Rand index taking profits of both is proposed. Numerous experimental results show that it outperforms other extensions of the Rand index.