Research Article
High-Dimensional Text Clustering by Dimensionality Reduction and Improved Density Peak
Table 11
The results of the
-test of DPC-K-means on ARI.
| Dataset | Mean | Standard deviation | | | Difference |
| BBC | | 0.6624 | 0.3438 | 1.398 | 1.533 | No |
| 20-newsgroups | 4 groups | 0.7617 | 0.3593 | 1.348 | 1.533 | No | 5 groups | 0.6574 | 0.3026 | 1.439 | 1.533 | No | 6 groups | 0.4822 | 0.2293 | 1.897 | 1.533 | Yes | 7 groups | 0.4518 | 0.1849 | 1.886 | 1.533 | Yes | 8 groups | 0.3420 | 0.1767 | 1.820 | 1.533 | Yes |
| Sports Article | | 0.0875 | 0.0965 | 2.469 | 1.533 | Yes |
| Asian Religious | | 0.093 | 0.0813 | 1.750 | 1.533 | Yes |
| Stack Overflow | | 0.0842 | 0.1694 | 1.111 | 1.533 | No |
| Amazon | | 0.0026 | 0.0050 | 1.150 | 1.533 | No |
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