On Lloyd's Algorithm: New Theoretical Insights for Clustering in Practice

Cheng Tang, Claire Monteleoni

Abstract: We provide new analyses of Lloyd’s algorithm (1982), commonly known as the k-means clustering algorithm. Kumar and Kannan (2010) showed that running k-SVD followed by a constant approximation k-mea...