Research Article
High-Dimensional Text Clustering by Dimensionality Reduction and Improved Density Peak
Table 9
The MSE of each clustering algorithm.
| Dataset | DPC-K-means | DPC | DBSCAN | Spectral Clustering | Affinity Propagation |
| BBC | | 1.0661 | 3.279 | 13.2085 | 6.2378 | 15.4328 |
| 20-newsgroups | 4 groups | 0.5590 | 3.2087 | 6.2040 | 2.7103 | 14.6743 | 5 groups | 1.7203 | 2.2610 | 5.8610 | 3.0047 | 13.4050 | 6 groups | 6.6390 | 8.4530 | 6.9040 | 5.0280 | 13.7290 | 7 groups | 7.8453 | 8.0503 | 9.6103 | 7.2420 | 15.9880 | 8 groups | 5.4723 | 13.0367 | 16.6757 | 7.5143 | 20.1617 |
| Sports Article | | 1.3020 | 2.0950 | 2.0980 | 1.8150 | 8.4410 |
| Asian Religious | | 5.1898 | 6.4644 | 16.4831 | 11.9678 | 56.6118 |
| Stack Overflow | | 3.8084 | 6.7365 | 18.0778 | 11.1916 | 60.4068 |
| Amazon | | 0.4700 | 0.5200 | 0.5100 | 0.5300 | 5.2500 |
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