On the Eigenstructure of the AR(1) Covariance

In this work we first review and elaborate on the eigenstructure of the covariance matrix for an autoregressive process of order 1. We then address the statistical elements related to its estimator in relation to the maximum eigenvalue. Bias, uncertainty, and distributions are provided in relation to the estimators of the various parameters associated with both the eigenvalue and eigenvector.