Research Article
High-Dimensional Text Clustering by Dimensionality Reduction and Improved Density Peak
Table 12
The results of the
-test of DPC-K-means on NMI.
| Dataset | Mean | Standard deviation | | | Difference |
| BBC | | 0.7141 | 0.2361 | 1.787 | 1.533 | Yes |
| 20-newsgroups | 4 groups | 0.7863 | 0.2687 | 1.581 | 1.533 | Yes | 5 groups | 0.7114 | 0.2069 | 1.413 | 1.533 | No | 6 groups | 0.6217 | 0.1794 | 1.875 | 1.533 | Yes | 7 groups | 0.5835 | 0.1369 | 2.029 | 1.533 | Yes | 8 groups | 0.5036 | 0.1699 | 2.399 | 1.533 | Yes |
| Sports Article | | 0.1062 | 0.0869 | 2.078 | 1.533 | Yes |
| Asian Religious | | 0.1475 | 0.1290 | 2.078 | 1.533 | Yes |
| Stack Overflow | | 0.0308 | 0.0356 | 1.938 | 1.533 | Yes |
| Amazon | | 0.0033 | 0.0051 | 1.440 | 1.533 | No |
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