Support vector machine based on hierarchical and dynamical granulation

Husheng Guo, Wenjian Wang

Abstract: Highlights•Data granulating and SVM training are completed in the same high dimensional space.•The proposed model is granulated by the size and density of granules.•The granulation process is executed on different hierarchical and dynamical granulation levels.•Different classification information can be obtained from different granulation levels for different needs.