Clustering methods are considered as unsupervised learning techniques as there are no predetermined subpopulations. Evaluating the results of clustering algorithms is the main topic of cluster validity. This paper tries to contribute to a better understanding and inference for the distribution, of such a case, of the Rand Index (Rand, 1971) under several conditions. Besides this, a bootstrappin...