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Enhancing Chameleon2 with Approximate k-NN by pturishcheva is a document available to read on EtoBox.
What is Enhancing Chameleon2 with Approximate k-NN about?
The document presents Chameleon2++, an enhanced version of the Chameleon2 clustering algorithm, which addresses critical failings related to computational complexity and transparency of algorithm parameters. By replacing the exact k-NN search with an approximate k-NN search, the new algorithm reduces complexity to O(n log n) while maintaining performance. Experimental evaluations demonstrate that Chameleon2++ is more efficient and robust compared to its predecessor.
- Author
- pturishcheva
- Language
- EN