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.

DatasetMeanStandard deviationDifference

BBC0.66240.34381.3981.533No

20-newsgroups4 groups0.76170.35931.3481.533No
5 groups0.65740.30261.4391.533No
6 groups0.48220.22931.8971.533Yes
7 groups0.45180.18491.8861.533Yes
8 groups0.34200.17671.8201.533Yes

Sports Article0.08750.09652.4691.533Yes

Asian Religious0.0930.08131.7501.533Yes

Stack Overflow0.08420.16941.1111.533No

Amazon0.00260.00501.1501.533No