Research Article
Spectral Nonlinearly Embedded Clustering Algorithm
Table 3
Time cost comparison of KM, SC, SEC, KSEC, and ESEC for the in-sample clustering on ten datasets.
| Dataset | KM | SC | SEC | KSEC | ESEC |
| Iris | 0.285 | 0.267 | 0.296 | 0.336 | 0.294 | Glass | 0.319 | 0.333 | 0.304 | 0.492 | 0.455 | Wine | 0.434 | 0.342 | 0.260 | 0.313 | 0.300 | WPBC | 0.471 | 0.475 | 0.394 | 0.599 | 0.319 | SpectfHeart | 0.662 | 0.416 | 0.408 | 0.744 | 0.357 | USPS | 0.316 | 9.840 | 10.228 | 26.031 | 10.602 | Yale | 0.602 | 0.723 | 1.206 | 0.982 | 0.571 | COIL20 | 0.839 | 74.387 | 64.485 | 106.438 | 83.458 | Isolet | 0.799 | 4.479 | 5.407 | 5.190 | 0.893 | ORL | 0.438 | 0.919 | 1.901 | 1.664 | 1.149 |
|
|