Research Article
Robust K-Median and K-Means Clustering Algorithms for Incomplete Data
Table 3
Performance of different K-means algorithms on the IRIS data.
| % | Misclassification rate | Prototype error | WDS | PDS | NPS | RKM2 | WDS | PDS | NPS | RKM2 | 0.05 | 0.10 | 0.15 | 0.05 | 0.10 | 0.15 |
| 0 | 17.8 | 17.8 | 17.8 | 17.8 | 17.8 | 17.8 | 0.165 | 0.165 | 0.165 | 0.165 | 0.165 | 0.165 | 5 | 19.2 | 21.5 | 19.1 | 17.1 | 17.4 | 18.3 | 0.243 | 0.147 | 0.238 | 0.485 | 0.513 | 0.626 | 10 | 21.3 | 23.0 | 20.1 | 18.1 | 18.3 | 19.2 | 0.193 | 0.208 | 0.316 | 0.761 | 0.729 | 0.831 | 15 | 25.1 | 26.1 | 24.8 | 21.2 | 22.5 | 23.7 | 0.52 | 0.637 | 0.496 | 1.653 | 1.721 | 1.796 | 20 | 25.8 | 27.0 | 26.7 | 24.8 | 24.4 | 25.6 | 2.641 | 2.871 | 2.373 | 2.587 | 2.673 | 2.639 |
|
|