K-Splits: Improved K-Means Clustering Algorithm to Automatically Detect the Number of Clusters

Seyed Omid Mohammadi, Ahmad Kalhor, Hossein Bodaghi

This paper introduces k-splits, an improved hierarchical algorithm based on k-means to cluster data without prior knowledge of the number of clusters. K-splits starts from a small…