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A short proof on the cardinality of maximal positive bases

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Abstract

A positive basis is a minimal set of vectors whose nonnegative linear combinations span the entire space \({\mathbb R^{n}}\). Interest in positive bases was revived in the late nineties by the introduction and analysis of some classes of direct search optimization algorithms. It is easily shown that the cardinality of every positive basis is bounded below by n + 1. There are proofs in the literature that 2n is a valid upper bound for the cardinality, but these proofs are quite technical and require several pages. The purpose of this note is to provide a simple demonstration that relies on a fundamental property of basic feasible solutions in linear programming theory.

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References

  1. Audet C., Dennis J.E. Jr.: Mesh adaptive direct search algorithms for constrained optimization. SIAM J. Optim. 17(1), 188–217 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  2. Conn A.R., Scheinberg K., Vicente L.N.: Introduction to Derivative-Free Optimization. MPS/SIAM Book Series on Optimization. SIAM, Philadelphia (2009)

    Google Scholar 

  3. Coope I.D., Price C.J.: Positive bases in numerical optimization. Comput. Optim. Appl. 21(2), 169–175 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  4. Davis C.: Theory of positive linear dependence. Am. J. Math. 76, 733–746 (1954)

    Article  MATH  Google Scholar 

  5. Gale D.: Neighboring vertices on a convex polyhedron. In: Kuhn, H.W, Tucker, A.W. (eds) Linear inequalities and related systems. Annals of Mathematics Studies, vol. 38, pp. 255–263. Princeton University Press, Princeton (1956)

    Google Scholar 

  6. Huang H.X., Pardalos P.M.: New algorithm for the conical combination representation problem of a vector. J. Optim. Theory Appl. 109(3), 495–519 (2001)

    Article  MATH  MathSciNet  Google Scholar 

  7. Lewis R.M., Torczon V.: Rank ordering and positive bases in pattern search algorithms. Technical Report TR96-71, ICASE, NASA Langley Research Center (1999)

  8. Shephard G.C.: Diagrams for positive bases. J. Lond. Math. Soc. s2–4(1), 165–175 (1971)

    Article  MathSciNet  Google Scholar 

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Correspondence to Charles Audet.

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Audet, C. A short proof on the cardinality of maximal positive bases. Optim Lett 5, 191–194 (2011). https://doi.org/10.1007/s11590-010-0229-3

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  • DOI: https://doi.org/10.1007/s11590-010-0229-3

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