Research Article

High-Dimensional Text Clustering by Dimensionality Reduction and Improved Density Peak

Table 9

The MSE of each clustering algorithm.

DatasetDPC-K-meansDPCDBSCANSpectral ClusteringAffinity Propagation

BBC1.06613.27913.20856.237815.4328

20-newsgroups4 groups0.55903.20876.20402.710314.6743
5 groups1.72032.26105.86103.004713.4050
6 groups6.63908.45306.90405.028013.7290
7 groups7.84538.05039.61037.242015.9880
8 groups5.472313.036716.67577.514320.1617

Sports Article1.30202.09502.09801.81508.4410

Asian Religious5.18986.464416.483111.967856.6118

Stack Overflow3.80846.736518.077811.191660.4068

Amazon0.47000.52000.51000.53005.2500