With the research aim of precision diagnosis of machine conditions, this paper addresses on the application studies of multivariate statistical analysis for machine condition monitoring and diagnosis. Through analyzing the research literature of four developing multivariate statistical analysis methods including principal component analysis (PCA), independent component analysis (ICA), kernel principal component analysis (KPCA) and blind sources separation (BSS) in this research area, three sub-systems were...