Identifying the optimal number of clusters and generating reliable clustering results is a great challenge in cluster analysis. The effectiveness of cluster analysis depends not only on the assumption of the number of clusters but also on the clustering algorithm used. In this paper we have proposed a novel cluster ensemble method based on partitional algorithms that leads to the reduction in the number of clusters. © Research India Publications.