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The sphere method and the robustness of the ellipsoid algorithm

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Abstract

We present a method for implementing the ellipsoid algorithm, whose basic iterative step is a linear row manipulation on the matrix of inequalities. This step is somewhat similar to a simplex iteration, and may give a clue to the relation between the two algorithms. Geometrically, the step amounts to performing affine transformations which map the ellipsoids onto a fixed sphere. The method was tried successfully on linear programs with up to 50 variables, some of which required more than 24 000 iterations. Geometrical properties of the iteration suggest that the ellipsoid algorithm is numerically robust, which is supported by our computational experience.

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References

  1. R.G. Bland, D. Goldfarb and M.J. Todd, “The ellipsoid method: A survey”,Operations Research 29 (1981) 1039–1091.

    Article  MATH  MathSciNet  Google Scholar 

  2. P. Gács and L. Lovász, “Khachiyan's algorithm for linear programming”,Mathematical Programming Study 14 (1981) 61–68.

    MATH  Google Scholar 

  3. D.B. Iudin and A.S. Nemirovskii, “Informational complexity and effective methods for the solution of convex extrema problems”,Ekonomika i Matematicheskie Metody 12 (1976) 351–369.

    Google Scholar 

  4. L.G. Khachiyan, “The polynomial algorithm in linear programming”,Zhurnal Vyschislitelnoi Matematiki i Matematicheskoi Fiziki 20 (1980) 51–68. Translated inUSSR Computational Mathematics and Mathematical Physics 20 (1980) 53–72.

    MATH  MathSciNet  Google Scholar 

  5. B. Korte and R. Schrader, “A note on covergence proofs for Shor-Khachiyan methods”, Report 80156-OR. Institut für Ökonometrie und Operations Research, University of Bonn (Bonn 1980).

    Google Scholar 

  6. N.Z. Shor, “Convergence rate of the gradient descent method with dilation of the space”.Kibernetika 2 (1970) 80–85.

    Google Scholar 

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Halfin, S. The sphere method and the robustness of the ellipsoid algorithm. Mathematical Programming 26, 109–116 (1983). https://doi.org/10.1007/BF02591897

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  • DOI: https://doi.org/10.1007/BF02591897

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