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The use of least squares estimates and their residual energies for obtaining autoregressive estimates satisfying a stability property are investigated. The partial correlation coefficients are used to provide an appropriate parametrization for this purpose. An algorithm is presented for efficient calculation of the estimates. Recursive versions of the estimate and maximum entropy properties are briefly discussed.