KNN-distance outlier removal yields a constant-factor reduction from robust k-means to standard k-means under cluster-size assumptions.
Fast noise removal for k-means clustering
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Simple KNN-Based Outlier Detection Achieves Robust Clustering
KNN-distance outlier removal yields a constant-factor reduction from robust k-means to standard k-means under cluster-size assumptions.