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Algorithms for approximate calculation of the minimum of a convex function from its values

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Abstract

The paper deals with a numerical minimization problem for a convex function defined on a convexn-dimensional domain and continuous (but not necessarily smooth). The values of the function can be calculated at any given point. It is required to find the minimum with desired accuracy. A new algorithm for solving this problem is presented, whose computational complexity asn → ∞ is considerably less than that of similar algorithms known to the author. In fact, the complexity is improved fromCn 7 ln2(n+1) [4] toCn 2 ln(n+1).

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References

  1. A. S. Nemirovskii and D. B. Yudin, “Informative complexity and effective methods for solving convex extremal problems,”Ékonom. i Mat. Metody,12, No. 2, 357–369 (1976).

    Google Scholar 

  2. A. Yu. Levin, “An algorithm for minimizing convex functions,”Dokl. Akad. Nauk SSSR [Soviet Math. Dokl.],160, No. 6, 1241–1243 (1965).

    Google Scholar 

  3. D. B. Yudin, D. M. Goryashko, and A. S. Nemirovskii,Mathematical Methods for Optimizing Devices and Algorithms Used in Automatic Control Systems [in Russian], Radio i Svyaz', Moscow (1982).

    Google Scholar 

  4. M. de Guzman,Differentiation of Integrals inn, Springer-Verlag, Berlin-Heidelberg-New York (1975).

    Google Scholar 

  5. B. S. Mityagin, “Two inequalities for volumes of convex bodies,”Mat. Zametki [Math. Notes],5, No. 5, 20–26 (1959).

    Google Scholar 

  6. S. P. Tarasov, L. G. Kachiyan, and I. I. Erlikh, “Insrcibed ellipsoid method,”Dokl. Akad. Nauk SSSR [Soviet Math. Dokl.],298, No. 5 (1988).

    Google Scholar 

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Translated fromMatematicheskie Zametki, Vol. 59, No. 1, pp. 95–102, January, 1996.

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Protasov, V.Y. Algorithms for approximate calculation of the minimum of a convex function from its values. Math Notes 59, 69–74 (1996). https://doi.org/10.1007/BF02312467

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  • DOI: https://doi.org/10.1007/BF02312467

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