Table 1.
The global K-means | Fast global K-means | The algorithm in this paper | ||||
---|---|---|---|---|---|---|
E | T (s) | E | T (s) | E | T (s) | |
Iris | 78.9408 | 0.438 | 78.9451 | 0.078 | 78.9451 | 0.031 |
Wine | 2.3707 × 106 | 0.765 | 2.707 × 106 | 0.094 | 2.3707 × 106 | 0.015 |
Soybean-small | 96.3984 | 0.156 | 96.4702 | 0.047 | 96.4702 | 0 |
Segmentation | 0.9398 × 106 | 3.765 | 1.0076 × 106 | 0.188 | 1.0198 × 106 | 0.125 |
Pima Indians diabetes | 5.1363 × 106 | 3.625 | 5.1665 × 106 | 0.109 | 5.1363 × 106 | 0.047 |
Pen digits | 9.9830 × 106 | 186.391 | 1.0480 × 107 | 6.844 | 1.0553 × 107 | 0.953 |