...) is proposed which can model linear/nonlinear and certain/uncertain patterns in underlying data simultaneously. Design/methodology/approach To design the proposed model at first, underlying data are divided into two categories of linear and nonlinear patterns by the proposed Kalman filter (PKF) technique...