Yinyang K-Means: A Drop-In Replacement of the Classic K-Means with Consistent Speedup

This paper presents Yinyang K-means, a new algorithm for K-means clustering. By clustering the centers in the initial stage, and leveraging efficiently maintained lower and upper bounds between a poin