“…There exist a lot of difficulties in mathematical and statistical analysis of a noncausal 2-D AR process due to its noncausality. Some least squares (LS) estimators and algorithms are proposed in [13], [14], [15], [16]. An LS estimator of an AR coefficient of a noncausal AR model is statistically inferior.…”