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The Algebraic Structure of the Arbitrary-Order Cone

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Abstract

We study and analyze the algebraic structure of the arbitrary-order cones. We show that, unlike popularly perceived, the arbitrary-order cone is self-dual for any order greater than or equal to 1. We establish a spectral decomposition, consider the Jordan algebra associated with this cone, and prove that this algebra forms a Euclidean Jordan algebra with a certain inner product. We generalize some important notions and properties in the Euclidean Jordan algebra of the second-order cone to the Euclidean Jordan algebra of the arbitrary-order cone.

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References

  1. Alizadeh, F., Goldfarb, D.: Second-order cone programming. Math. Program. Ser. B 95, 3–51 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  2. Lobo, M.S., Vandenberghe, L., Boyd, S., Lebret, H.: Applications of second-order cone programming. Linear Algebra Appl. 284, 193–228 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  3. Alzalg, B.: Stochastic second-order cone programming: application models. Appl. Math. Model. 36, 5122–5134 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  4. Maggioni, F., Potra, F., Bertocchi, M.: Stochastic second-order cone programming in mobile ad hoc networks. J. Optim. Theory Appl. 143, 309–328 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  5. Bertazzi, L., Maggioni, F.: Solution approaches for the stochastic capacitated traveling salesmen location problem with recourse. J. Optim. Theory Appl. 166, 321–342 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  6. Krokhmal, P., Soberanis, P.: Risk optimization with \(p\)-order conic constraints: a linear programming approach. Eur. J. Oper. Res. 201, 653–671 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  7. Xue, G., Ye, Y.: An efficient algorithm for minimizing a sum of \(p\)-norms. SIAM J. Optim. 10(2), 551–579 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  8. Kloft, M., Brefeld, U., Sonnenburg, S., Zien, A.: \(l_p\)-norm multiple kernel learning. J. Mach. Learn. Res. 12, 953–997 (2011)

    MathSciNet  MATH  Google Scholar 

  9. Krokhmal, P.: Higher moment risk measures. Quantum Finance 7, 373–387 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  10. Faraut, J., Korányi, A.: Analysis on Symmetric Cones. Oxford University Press, Oxford, UK (1994)

    MATH  Google Scholar 

  11. Schmieta, S.H., Alizadeh, F.: Extension of primal–dual interior point methods to symmetric cones. Math. Program. Ser. A 96, 409–438 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  12. Watkins, D.S.: Fundamentals of Matrix Computations, 2nd edn. Wiley, New York (2002)

    Book  MATH  Google Scholar 

  13. Nesterov, Y.: Towards non-symmetric conic optimization. Optim. Methods Softw. 27, 893–917 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  14. Glineur, F., Terlaky, T.: Conic formulation for \(l_p\)-norm optimization. J. Optim. Theory Appl. 122, 285–307 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  15. Vinel, A., Krokhmal, P.: On valid inequalities for mixed integer \(p\)-order cone programming. J. Optim. Theory Appl. 160, 439–456 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  16. Vinel, A., Krokhmal, P.: Polyhedral approximations in \(p\)-order cone programming. Optim. Methods Softw. 29, 1210–1237 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  17. Gotoh, J., Uryasev, S.: Two pairs of families of polyhedral norms versus \(l_p\)-norms: proximity and applications in optimization. Math. Program. Ser. A 96, 1–41 (2015)

    Google Scholar 

Download references

Acknowledgments

The author thanks the anonymous referees for their valuable suggestions to improve the paper.

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Correspondence to Baha Alzalg.

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Alzalg, B. The Algebraic Structure of the Arbitrary-Order Cone. J Optim Theory Appl 169, 32–49 (2016). https://doi.org/10.1007/s10957-016-0878-1

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  • DOI: https://doi.org/10.1007/s10957-016-0878-1

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