Supervised dimensionality reduction technology of generalized discriminant component analysis and its kernelization forms

•Supervised subspace projection is a major method conducive to pattern recognition.•Generalized discriminant component analysis is aimed at dimensionality reduction.•Kernelization forms are proposed for nonlinear subspace projection.•Multi-dimensional Fisher discriminant analysis are improved.•The theoretical validity and technical advantages are comprehensively verified.