Skip to main content

2016 | OriginalPaper | Buchkapitel

Probabilistic Analysis of the Dual Next-Fit Algorithm for Bin Covering

verfasst von : Carsten Fischer, Heiko Röglin

Erschienen in: LATIN 2016: Theoretical Informatics

Verlag: Springer Berlin Heidelberg

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In the bin covering problem, the goal is to fill as many bins as possible up to a certain minimal level with a given set of items of different sizes. Online variants, in which the items arrive one after another and have to be packed immediately on their arrival without knowledge about the future items, have been studied extensively in the literature. We study the simplest possible online algorithm Dual Next-Fit, which packs all arriving items into the same bin until it is filled and then proceeds with the next bin in the same manner. The competitive ratio of this and any other reasonable online algorithm is 1 / 2.
We study Dual Next-Fit in a probabilistic setting where the item sizes are chosen i.i.d. according to a discrete distribution and we prove that, for every distribution, its expected competitive ratio is at least \(1/2 + \epsilon \) for a constant \(\epsilon >0\) independent of the distribution. We also prove an upper bound of 2 / 3 and better lower bounds for certain restricted classes of distributions. Finally, we prove that the expected competitive ratio equals, for a large class of distributions, the random-order ratio, which is the expected competitive ratio when adversarially chosen items arrive in uniformly random order.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
2.
Zurück zum Zitat Assmann, S.F., Johnson, D.S., Kleitman, D.J., Leung, J.Y.-T.: On a dual version of the one-dimensional bin packing problem. J. Algorithms 5(4), 502–525 (1984)MathSciNetCrossRefMATH Assmann, S.F., Johnson, D.S., Kleitman, D.J., Leung, J.Y.-T.: On a dual version of the one-dimensional bin packing problem. J. Algorithms 5(4), 502–525 (1984)MathSciNetCrossRefMATH
3.
Zurück zum Zitat Christ, M.G., Favrholdt, L.M., Larsen, K.S.: Online bin covering: expectations vs. guarantees. Theor. Comput. Sci. 556, 71–84 (2014)MathSciNetCrossRefMATH Christ, M.G., Favrholdt, L.M., Larsen, K.S.: Online bin covering: expectations vs. guarantees. Theor. Comput. Sci. 556, 71–84 (2014)MathSciNetCrossRefMATH
4.
Zurück zum Zitat Courcoubetis, C., Weber, R.R.: Stability of on-line bin packing with random arrivals and long-run average constraints. Probab. Eng. Informational Sci. 4(4), 447–460 (1990)CrossRefMATH Courcoubetis, C., Weber, R.R.: Stability of on-line bin packing with random arrivals and long-run average constraints. Probab. Eng. Informational Sci. 4(4), 447–460 (1990)CrossRefMATH
5.
Zurück zum Zitat Csirik, J., Frenk, J.B.G., Galambos, G., Kan, A.H.G.R.: Probabilistic analysis of algorithms for dual bin packing problems. J. Algorithms 12(2), 189–203 (1991)MathSciNetCrossRefMATH Csirik, J., Frenk, J.B.G., Galambos, G., Kan, A.H.G.R.: Probabilistic analysis of algorithms for dual bin packing problems. J. Algorithms 12(2), 189–203 (1991)MathSciNetCrossRefMATH
6.
Zurück zum Zitat Csirik, J., Johnson, D.S., Kenyon, C.: Better approximation algorithms for bin covering. In: Proceedings of the 12th ACM-SIAM Symposium on Discrete Algorithms (SODA), pp. 557–566 (2001) Csirik, J., Johnson, D.S., Kenyon, C.: Better approximation algorithms for bin covering. In: Proceedings of the 12th ACM-SIAM Symposium on Discrete Algorithms (SODA), pp. 557–566 (2001)
7.
8.
Zurück zum Zitat Coffman Jr., E.G., Csirik, J., Rónyai, L., Zsbán, A.: Random-order bin packing. Discrete Appl. Math. 156(6), 2810–2816 (2008)MathSciNetCrossRefMATH Coffman Jr., E.G., Csirik, J., Rónyai, L., Zsbán, A.: Random-order bin packing. Discrete Appl. Math. 156(6), 2810–2816 (2008)MathSciNetCrossRefMATH
10.
Zurück zum Zitat Jansen, K., Solis-Oba, R.: An asymptotic fully polynomial time approximation scheme for bin covering. Theor. Comput. Sci. 306(1–3), 543–551 (2003)MathSciNetCrossRefMATH Jansen, K., Solis-Oba, R.: An asymptotic fully polynomial time approximation scheme for bin covering. Theor. Comput. Sci. 306(1–3), 543–551 (2003)MathSciNetCrossRefMATH
11.
Zurück zum Zitat Coffman Jr., E.G., Csirik, J., Rónyai, L., Zsbán, A.: Random-order bin packing. Discrete Appl. Math. 156(14), 2810–2816 (2008)MathSciNetCrossRefMATH Coffman Jr., E.G., Csirik, J., Rónyai, L., Zsbán, A.: Random-order bin packing. Discrete Appl. Math. 156(14), 2810–2816 (2008)MathSciNetCrossRefMATH
12.
Zurück zum Zitat Kenyon, C.: Best-fit bin-packing with random order. In: Proceedings of the 17th ACM-SIAM Symposium on Discrete Algorithms (SODA), pp. 359–364 (1996) Kenyon, C.: Best-fit bin-packing with random order. In: Proceedings of the 17th ACM-SIAM Symposium on Discrete Algorithms (SODA), pp. 359–364 (1996)
13.
Zurück zum Zitat Levin, D.A., Peres, Y., Wilmer, E.L.: Markov Chains and Mixing Times. AMS (2009) Levin, D.A., Peres, Y., Wilmer, E.L.: Markov Chains and Mixing Times. AMS (2009)
15.
Metadaten
Titel
Probabilistic Analysis of the Dual Next-Fit Algorithm for Bin Covering
verfasst von
Carsten Fischer
Heiko Röglin
Copyright-Jahr
2016
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-49529-2_35

Premium Partner