Er. Beadle et Pm. Djuric, UNIFORM RANDOM PARAMETER GENERATION OF STABLE MINIMUM-PHASE REAL ARMA(P, Q) PROCESSES, IEEE signal processing letters, 4(9), 1997, pp. 259-261
An algorithm to randomly generate the parameters of stable invertible
autoregressive moving average processes of order (p,q)-ARMA (p,q)-is p
resented, The AR and MA portions are independent of each other, and th
eir respective parameters have jointly uniform distributions with supp
ort defined by stability and invertibility considerations, The uniform
density insures that each possible model is equally likely, The algor
ithm uses the Levinson-Durbin recursion to guarantee the poles and zer
os are inside the unit circle, thus avoiding coefficient resampling ty
pical of ''generate and test'' methods, To initialize the Levinson-Dur
bin recursion for each model order, the reflection coefficients are ge
nerated using a rejection sampling technique.