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Round off error analysis for Gram-Schmidt method and solution of linear least squares problems

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Abstract

Round off error analysis for the classical Gram-Schmidt orthogonalization method with re-orthogonalization is presented. The effect of the round-off error on the orthogonality of the derived vectors and also on the solution of the linear least squares problems when solved by the Gram-Schmidt algorithm are given. Numerical results compared favorably with the results of other methods. The classical case when no re-orthogonalization takes place is also discussed.

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References

  1. Å. Björck,Solving Linear Least Squares Problems by Gram Schmidt Orthogonalization, BIT 7 (1967), 1–21.

    Google Scholar 

  2. G. Forsythe and C.B. Moler,Computer Solution of Linear Algebraic Systems, Prentice Hall Inc. Englewood Cliffs, N.J., 1967.

    Google Scholar 

  3. G. Golub,Numerical Methods for Solving Linear Least Squares Problems, Numer. Math. 7 (1965), 206–216.

    Article  Google Scholar 

  4. T.L. Jordan,Experiments on Error Growth Associated with Some Linear Least Squares Procedures, Math. Comp. 21 (1968), 579–588.

    Google Scholar 

  5. W. C. Mitchell and D. L. McCraith,Heuristic Analysis of Numerical Variants of the Gram Schmidt Orthonormalization Process, T.R. No. CS 122, Computer Science Department, Stanford University, AD 687450 (1969).

    Google Scholar 

  6. C. C. Paige,Practical Use of the Symmetric Lanczos Process with Re-Orthogonalization, BIT 10 (1970), 183–195.

    Google Scholar 

  7. J. R. Rice,Experiments on Gram Schmidt Orthogonalization, Math. Comp. 20 (1966), 325–328.

    Google Scholar 

  8. J. H. Wilkinson,The Algebraic Eigenvalue Problem, Clarendon Press, Oxford 1965.

    Google Scholar 

  9. J. H. Wilkinson,Rounding Errors in Algebraic Processes, Prentice Hall, Inc., N.J., 1963.

    Google Scholar 

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Abdelmalek, N.N. Round off error analysis for Gram-Schmidt method and solution of linear least squares problems. BIT 11, 345–367 (1971). https://doi.org/10.1007/BF01939404

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  • DOI: https://doi.org/10.1007/BF01939404

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