Skip to main content
Top

2019 | OriginalPaper | Chapter

Global Minimum Depth in Edwards-Anderson Model

Authors : Iakov Karandashev, Boris Kryzhanovsky

Published in: Engineering Applications of Neural Networks

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In the literature the most frequently cited data are quite contradictory, and there is no consensus on the global minimum value of 2D Edwards-Anderson (2D EA) Ising model. By means of computer simulations, with the help of exact polynomial Schraudolph-Kamenetsky algorithm, we examined the global minimum depth in 2D EA-type models. We found a dependence of the global minimum depth on the dimension of the problem N and obtained its asymptotic value in the limit N → ∞. We believe these evaluations can be further used for examining the behavior of 2D Bayesian models often used in machine learning and image processing.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Hartmann, A.: Calculation of ground states of four-dimensional ±J Ising spin glasses. Phys. Rev. B 60, 5135–5138 (1999)CrossRef Hartmann, A.: Calculation of ground states of four-dimensional ±J Ising spin glasses. Phys. Rev. B 60, 5135–5138 (1999)CrossRef
3.
go back to reference Houdayer, J., Martin, O.C.: Hierarchical approach for computing spin glass ground states. Phys. Rev. E 64, 056704 (2001)CrossRef Houdayer, J., Martin, O.C.: Hierarchical approach for computing spin glass ground states. Phys. Rev. E 64, 056704 (2001)CrossRef
4.
go back to reference Litinskii, L.B., Magomedov, B.M.: Global minimization of a quadratic functional: Neural networks approach. Pattern Recog. Image Anal. 15(1), 80–82 (2005) Litinskii, L.B., Magomedov, B.M.: Global minimization of a quadratic functional: Neural networks approach. Pattern Recog. Image Anal. 15(1), 80–82 (2005)
5.
go back to reference Karandashev, Y.M., Kryzhanovsky, B.V.: Transformation of energy landscape in the problem of binary minimization. Dokl. Math. 80(3), 927–931 (2009)MathSciNetCrossRef Karandashev, Y.M., Kryzhanovsky, B.V.: Transformation of energy landscape in the problem of binary minimization. Dokl. Math. 80(3), 927–931 (2009)MathSciNetCrossRef
6.
go back to reference Liers, F., Junger, M., Reinelt, G., Rinaldi, G.: Computing exact ground states of hard Ising spin glass problems by branch-and-cut. In: New Optimization Algorithms in Physics, pp. 47–68. Wiley (2004) Liers, F., Junger, M., Reinelt, G., Rinaldi, G.: Computing exact ground states of hard Ising spin glass problems by branch-and-cut. In: New Optimization Algorithms in Physics, pp. 47–68. Wiley (2004)
7.
go back to reference Hopfield, J.J.: Neural networks and physical systems with emergent collective computational abilities. Proc. Nat. Acad. Sci. USA 79, 2554–2558 (1982)MathSciNetCrossRef Hopfield, J.J.: Neural networks and physical systems with emergent collective computational abilities. Proc. Nat. Acad. Sci. USA 79, 2554–2558 (1982)MathSciNetCrossRef
8.
go back to reference Thouless, D.J., Anderson, P.W., Palmer, R.G.: Solution of solvable model of a spin glass. Philos. Mag. 35, 593–601 (1977)CrossRef Thouless, D.J., Anderson, P.W., Palmer, R.G.: Solution of solvable model of a spin glass. Philos. Mag. 35, 593–601 (1977)CrossRef
9.
go back to reference Klein, M.W.: Comparison of the self-consistent mean-random-field approximation with the n → 0 expansion of Sherrington and Kirkpatrick for spin glasses and with experiment. Phys. Rev. B 14, 5008–5017 (1976)CrossRef Klein, M.W.: Comparison of the self-consistent mean-random-field approximation with the n → 0 expansion of Sherrington and Kirkpatrick for spin glasses and with experiment. Phys. Rev. B 14, 5008–5017 (1976)CrossRef
10.
go back to reference Tanaka, F., Edwards, S.F.: Analytic theory of the ground state properties of a spin glass. I. Ising spin glass. J. Phys. F: Metal Phys. 10, 2769–2778 (1980)CrossRef Tanaka, F., Edwards, S.F.: Analytic theory of the ground state properties of a spin glass. I. Ising spin glass. J. Phys. F: Metal Phys. 10, 2769–2778 (1980)CrossRef
11.
go back to reference Sherrington, D., Kirkpatrick, S.: Solvable model of a spin-glass. Phys. Rev. Lett. 35, 1792–1796 (1975)CrossRef Sherrington, D., Kirkpatrick, S.: Solvable model of a spin-glass. Phys. Rev. Lett. 35, 1792–1796 (1975)CrossRef
12.
go back to reference Kirkpatrick, S., Sherrington, D.: Infinite-ranged models of spin-glasses. Phys. Rev. B 17, 4384–4403 (1978)CrossRef Kirkpatrick, S., Sherrington, D.: Infinite-ranged models of spin-glasses. Phys. Rev. B 17, 4384–4403 (1978)CrossRef
13.
go back to reference Kryzhanovsky, B.V., Karapetyan, A.R., Glushko, B.A.: Theory of energy exchange and conversion via four-wave mixing in a nondissipative chi (3) material. Phys. Rev. A 44(9), 6036–6042 (1991)CrossRef Kryzhanovsky, B.V., Karapetyan, A.R., Glushko, B.A.: Theory of energy exchange and conversion via four-wave mixing in a nondissipative chi (3) material. Phys. Rev. A 44(9), 6036–6042 (1991)CrossRef
14.
go back to reference Schraudolph, N., Kamenetsky, D.: Efficient exact inference in planar Ising models. In: Advances in Neural Information Processing Systems 21 (NIPS 2008) (2008) Schraudolph, N., Kamenetsky, D.: Efficient exact inference in planar Ising models. In: Advances in Neural Information Processing Systems 21 (NIPS 2008) (2008)
15.
go back to reference Kryzhanovsky, B., Malsagov, M.: The spectra of local minima in spin-glass models. Opt. Memory Neural Netw. (Inf. Opt.) 25(1), 1–15 (2016)CrossRef Kryzhanovsky, B., Malsagov, M.: The spectra of local minima in spin-glass models. Opt. Memory Neural Netw. (Inf. Opt.) 25(1), 1–15 (2016)CrossRef
Metadata
Title
Global Minimum Depth in Edwards-Anderson Model
Authors
Iakov Karandashev
Boris Kryzhanovsky
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-20257-6_33

Premium Partner