Abstract: Analysis shows that the regularization term in the KMSE model is a term that aims to make the model generalize well and that is directly associated with the eignevalue of the kernel matrix. According to matrix theory, we can know that kernel principal com

Key words: KMSE, Kernel principal component analysis, Feature extraction, Automation technique, Feature space