# How much can k-means be improved by using better initialization and repeats?

> Research article (Pattern Recognition, 2019) · cited 445× · AI/ML

**Wikidata**: [openalex:W2940320374](https://www.wikidata.org/wiki/openalex:W2940320374)  
**Source**: https://4ort.xyz/entity/how-much-can-k-means-be-improved-by-using-better-initialization-and-repeats
