Introduction -- Theory behind the SAR Model --  Parallel Exact SAR Model Solutions -- Comparing Exact and Approximate SAR Model Solutions -- Parallel Implementations of Approximate SAR Model Solutions -- A New Approximation: Gauss-Lanczos Approximated SAR Model Solution -- Conclusions and Future Work -- Supplementary Materials.

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