Lloyd's algorithm on perturbed sub-Gaussian mixture samples has exponentially bounded mis-clustering rate after O(log n) iterations when initialized properly and perturbation is small relative to noise.
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Consistency of Lloyd's Algorithm Under Perturbations
Lloyd's algorithm on perturbed sub-Gaussian mixture samples has exponentially bounded mis-clustering rate after O(log n) iterations when initialized properly and perturbation is small relative to noise.