Necessary and Sufficient Condition for Nonsingular Fisher Information   Matrix in ARMA Models
  It is demonstrated that a necessary and sufficient condition that the Fisher information matrix of an ARMA model be nonsingular is that the model not be redundant, that is, the autoregressive and moving-average polynomials do not share common roots. 
A. Ian McLeod
stat.AP math.ST stat.TH