Online k-means Clustering on Arbitrary Data Streams

Robi Bhattacharjee, Jacob Imola, Michal Moshkovitz, Sanjoy Dasgupta

Abstract: We consider $k$-means clustering in an online setting where each new data point is assigned to its closest cluster center and incurs a loss equal to the squared distance to that center, after which...