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Simulated annealing is a polynomial-time approximation scheme for the minimum spanning tree problem

  • Technical University of Denmark

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Résumé

We prove that Simulated Annealing with an appropriate cooling schedule computes arbitrarily tight constant-factor approximations to the minimum spanning tree problem in polynomial time. This result was conjectured by Wegener (2005). More precisely denoting by n, m, wmax, and wmin the number of vertices and edges as well as the maximum and minimum edge weight of the MST instance, we prove that simulated annealing with initial temperature T0 = wmax and multiplicative cooling schedule with factor 1 - 1/l, where l = ?(mn ln(m)), with probability at least 1 - 1/m computes in time O(l(ln ln(l) + ln(T0/wmin))) a spanning tree with weight at most 1 + ? times the optimum weight, where [EQUATION]. Consequently, for any ? > 0, we can choose l in such a way that a (1 + ?)-approximation is found in time O((mn ln(n))1+1/?+o(1) (ln ln n + ln(T0/wmin))) with probability at least 1 - 1/m. In the special case of so-called (1 + ?)-separated weights, this algorithm computes an optimal solution (again in time O((mn ln(n))1+1/?+o(1) (ln ln n + ln(T0/wmin)))), which is a significant speed-up over Wegener's runtime guarantee of O(m8+8/?).

langue originaleAnglais
titreGECCO 2022 - Proceedings of the 2022 Genetic and Evolutionary Computation Conference
EditeurAssociation for Computing Machinery, Inc
Pages1381-1389
Nombre de pages9
ISBN (Electronique)9781450392372
Les DOIs
étatPublié - 8 juil. 2022
Evénement2022 Genetic and Evolutionary Computation Conference, GECCO 2022 - Virtual, Online, États-Unis
Durée: 9 juil. 202213 juil. 2022

Série de publications

NomGECCO 2022 - Proceedings of the 2022 Genetic and Evolutionary Computation Conference

Une conférence

Une conférence2022 Genetic and Evolutionary Computation Conference, GECCO 2022
Pays/TerritoireÉtats-Unis
La villeVirtual, Online
période9/07/2213/07/22

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