Research Article
An Improved Clustering Algorithm Based on Density Peak and Nearest Neighbors
Table 3
The comparison of ARI for the five algorithms.
| Data set | ARI | Our algorithm | DPC | K-means | CNACS-K-means | DCC-K-means |
| Wine | 0.8025 | 0.2534 | 0.7605 | 0.757 | 0.7882 | Pima | 0.1083 | 0.1072 | 0.1022 | 0.1199 | 0.1024 | WDBC | 0.7313 | 0.2745 | 0.7483 | 0.6029 | 0.7483 | Iris | 0.7312 | 0.5681 | 0.7217 | 0.5681 | 0.5399 | Parkinsons | 0.1597 | 0.1599 | 0.1472 | 0.1642 | 0.1187 |
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