Factor Analysis of Moving Average Processes
  The paper considers an extension of factor analysis to moving average processes. The problem is formulated as a rank minimization of a suitable spectral density. It is shown that it can be adequately approximated via a trace norm convex relaxation. 
Mattia Zorzi and Rodolphe Sepulchre
math.OC