Traditional process monitoring methods, such as PCA, PLS, ICA, MD et al., are strongly dependent on continuous variables because most of them inevitably involve Euclidean or Mahalanobis distance. With industrial processes becoming more and complex integrated, binary also appear in besides variables, which makes challenging. The aforementioned traditional approaches incompetent to mine the infor...