Abstract | ||
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In this paper, we define and study a new notion of stability for the k-means clustering scheme building upon the field of quantization of a probability measure. We connect this definition of stability to a geometric feature of the underlying distribution of the data, named absolute margin condition, inspired by recent works on the subject. |
Year | DOI | Venue |
---|---|---|
2018 | 10.1214/18-EJS1500 | ELECTRONIC JOURNAL OF STATISTICS |
Keywords | DocType | Volume |
Clustering,k-means,stability | Journal | 12 |
Issue | ISSN | Citations |
2 | 1935-7524 | 0 |
PageRank | References | Authors |
0.34 | 4 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Thibaut Le Gouic | 1 | 0 | 3.04 |
Quentin Paris | 2 | 1 | 1.48 |