Decomposing a mutivariate time series into common factors and idiosyncratic components, a method called PANIC (Panel Analysis of Non-stationary in Idiosyncratic and Common components) is suggested by Bai and Ng (2004). … Panel Analysis of Nonstationarity in Idiosyncratic and Common Components (PANIC) google