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A Macaulay 2 package for computing sum of squares decompositions of polynomials with rational coefficients

Published: 25 July 2007 Publication History

Abstract

In recent years semideffinite programming (SDP) has become the standard technique for computing sum of squares (SOS) decompositions of nonnegative polynomials. Due to the nature of the underlying methods, the solutions are computed numerically, and thus are never exact. In this paper we present a software package for Macaulay 2, which aims at computing an exact SOS decomposition from a numerical solution.

References

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M. D. Choi, T. Y. Lam, and B. Reznick. Sums of squares of real polynomials. In K-theory and algebraic geometry: connections with quadratic forms and division algebras, volume 58 of Proc. Sympos. Pure Math., pages 103--126. Amer. Math. Soc., Providence, RI, 1995.
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G. Golub and C. van Loan. Matrix Computations, chapter 4, pages 133--148. Johns Hopkins Series in the Mathematical Sciences. The Johns Hopkins University Press, Baltimore Maryland, 2nd edition, 1989.
[3]
D. R. Grayson and M. E. Stillman. Macaulay 2, a software system for research in algebraic geometry. Available at http://www.math.uiuc.edu/Macaulay2/
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E. Landau. Über die Darstellung de niter Funktionen als Summe von Quadraten. Math. Ann., 62:290--329, 1906.
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P. A. Parrilo. Structured Semide nite Programs and Semialgebraic Geometry Methods in Robustness and Optimization. PhD thesis, California Institute of Technology, 2000.
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H. Peyrl and P. A. Parrilo. SOS.m2, a sum of squares package for Macaulay 2. Available at decompo-http://www.control.ee.ethz.ch/~hpeyrl 2007.
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B. Reznick. Some concrete aspects of Hilbert's 17th problem. In Real algebraic geometry and ordered structures, volume 253 of Contemporary Mathematics, pages 251--272. Amer. Math. Soc., Providence, RI, 2000.
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M. Schweighofer. Algorithmische Beweise für Nichtnegativ-und Positivstellensätze.Master's thesis, Universität Passau, 1999.
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N. Z. Shor. Class of global minimum bounds of polynomial functions. Cybernetics, 23(6):731--734, 1987.
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Cited By

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  • (2011)The minimum-rank gram matrix completion via modified fixed point continuation methodProceedings of the 36th international symposium on Symbolic and algebraic computation10.1145/1993886.1993924(241-248)Online publication date: 8-Jun-2011
  • (2009)A proof of the monotone column permanent (MCP) conjecture for dimension 4 via sums-of-squares of rational functionsProceedings of the 2009 conference on Symbolic numeric computation10.1145/1577190.1577204(65-70)Online publication date: 3-Aug-2009
  • (2008)Exact certification of global optimality of approximate factorizations via rationalizing sums-of-squares with floating point scalarsProceedings of the twenty-first international symposium on Symbolic and algebraic computation10.1145/1390768.1390792(155-164)Online publication date: 20-Jul-2008

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cover image ACM Conferences
SNC '07: Proceedings of the 2007 international workshop on Symbolic-numeric computation
July 2007
218 pages
ISBN:9781595937445
DOI:10.1145/1277500
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 25 July 2007

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Author Tags

  1. algebraic geometry
  2. semideffinite programming
  3. sum of squares
  4. symbolic/numerical methods

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Cited By

View all
  • (2011)The minimum-rank gram matrix completion via modified fixed point continuation methodProceedings of the 36th international symposium on Symbolic and algebraic computation10.1145/1993886.1993924(241-248)Online publication date: 8-Jun-2011
  • (2009)A proof of the monotone column permanent (MCP) conjecture for dimension 4 via sums-of-squares of rational functionsProceedings of the 2009 conference on Symbolic numeric computation10.1145/1577190.1577204(65-70)Online publication date: 3-Aug-2009
  • (2008)Exact certification of global optimality of approximate factorizations via rationalizing sums-of-squares with floating point scalarsProceedings of the twenty-first international symposium on Symbolic and algebraic computation10.1145/1390768.1390792(155-164)Online publication date: 20-Jul-2008

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