A Constant-Factor Bi-Criteria Approximation Guarantee for k-means++

Dennis Wei

Neural Information Processing Systems 

This result extends the previously known O(log k) guarantee for the case β = 1 to the constant-factor bi-criteria regime. It also improves upon an existing constant-factor bi-criteria result that holds only with constant probability.