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

Figure 1

The SRP dimensionality reduction process for the 20-newsgroups dataset. The 4-layer SRP realizes the dimensionality reduction, using the random projection method from 130,107 down to 10k, down to 5k, down to 1k, and down to 100.