Skip to main content
Top
Published in: Journal of Combinatorial Optimization 1/2020

19-03-2020

A variation of DS decomposition in set function optimization

Authors: Xiang Li, H. George Du, Panos M. Pardalos

Published in: Journal of Combinatorial Optimization | Issue 1/2020

Log in

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

search-config
loading …

Abstract

Any set function can be decomposed into the difference of two monotone nondecreasing submodular functions. This theorem plays an important role in the set function optimization theory. In this paper, we show a variation that any set function can be decomposed into the difference of two monotone nondecreasing supermodular functions. Meanwhile, we give an example in social network optimization and construct algorithmic solutions for the maximization problem of set functions with this variation of DS decomposition.

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 "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!

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!

Literature
go back to reference Chen W, Lin T, Tan Z, Zhao M, Zhou X (2016) Robus influence maximization. In: KDD’16. CA, USA, San Francisco Chen W, Lin T, Tan Z, Zhao M, Zhou X (2016) Robus influence maximization. In: KDD’16. CA, USA, San Francisco
go back to reference Du DZ, Ko KI, Hu X (2012) Desin and analysis of approximation algorithms. Springer, BerlinCrossRef Du DZ, Ko KI, Hu X (2012) Desin and analysis of approximation algorithms. Springer, BerlinCrossRef
go back to reference Grötschel M, Lovász L, Schrijver A (1988) Geometric algorithms and combinatorial optimization, 2nd edn. Springer, BerlinCrossRef Grötschel M, Lovász L, Schrijver A (1988) Geometric algorithms and combinatorial optimization, 2nd edn. Springer, BerlinCrossRef
go back to reference Gu S, Du H, Thai MT, Du D-Z (2019) Friending. In: Du D-Z, Pardalas PM, Zhang Z (eds) Nonlinear combinatorial optimization. Springer, Berlin, pp 265–272CrossRef Gu S, Du H, Thai MT, Du D-Z (2019) Friending. In: Du D-Z, Pardalas PM, Zhang Z (eds) Nonlinear combinatorial optimization. Springer, Berlin, pp 265–272CrossRef
go back to reference Iyer R, Bilmes J (2012) Algorithms for approximate minimization of the difference between submodular functions. In: Proceeding of UAI Iyer R, Bilmes J (2012) Algorithms for approximate minimization of the difference between submodular functions. In: Proceeding of UAI
go back to reference Kempe D, Kleinberg JM, Tardos E (2003) Maximizing the spread of influence through a social network. KDD, pp 137–146 Kempe D, Kleinberg JM, Tardos E (2003) Maximizing the spread of influence through a social network. KDD, pp 137–146
go back to reference Lu W, Chen W, Lakshmanan LV S (2016a) From competition to complementarity: comparative influence diffusion and maximization. In: Proceeding the VLDB Endowsment, vol 9, no 2, pp 60–71 Lu W, Chen W, Lakshmanan LV S (2016a) From competition to complementarity: comparative influence diffusion and maximization. In: Proceeding the VLDB Endowsment, vol 9, no 2, pp 60–71
go back to reference Lu Z, Zhang Z, Wu W (2016b) Solution of Bharathi–Kempe–Salek conjecture on influence maximization in arborescence. J Comb Optim 33:803–808CrossRef Lu Z, Zhang Z, Wu W (2016b) Solution of Bharathi–Kempe–Salek conjecture on influence maximization in arborescence. J Comb Optim 33:803–808CrossRef
go back to reference Narasimhan M, Bilmes J (2005) A submodular–supermodular procedure with applications to discriminative structure learning. In: Proceeding of UAI Narasimhan M, Bilmes J (2005) A submodular–supermodular procedure with applications to discriminative structure learning. In: Proceeding of UAI
go back to reference Orlin JB (2009) A faster strongly polynomial time algorithm for submodular function minimization. Math Program 118:237C251MathSciNetCrossRef Orlin JB (2009) A faster strongly polynomial time algorithm for submodular function minimization. Math Program 118:237C251MathSciNetCrossRef
go back to reference Schrijver A (2000) A combinatorial algorithm minimizing submodular functions in strong polynomial time. J Comb Theory (B) 80:346–355CrossRef Schrijver A (2000) A combinatorial algorithm minimizing submodular functions in strong polynomial time. J Comb Theory (B) 80:346–355CrossRef
go back to reference Wang A, Wu W, Cui L (2016) On Bharathi–Kempe–Salek conjecture on influence maximization in arborescence. J Comb Optim 31:1678–1684MathSciNetCrossRef Wang A, Wu W, Cui L (2016) On Bharathi–Kempe–Salek conjecture on influence maximization in arborescence. J Comb Optim 31:1678–1684MathSciNetCrossRef
go back to reference Yang DN, Hung HJ, Lee WC, Chen W (2013) Maximizing acceptance probability for active friending in online social networks. KDD, Wei Chen, pp 713–721 Yang DN, Hung HJ, Lee WC, Chen W (2013) Maximizing acceptance probability for active friending in online social networks. KDD, Wei Chen, pp 713–721
go back to reference Yuan J, Wu W, Li Y, Du D-Z (2017) Active friending in online social networks. In: BDCAT 2017, pp 139–148 Yuan J, Wu W, Li Y, Du D-Z (2017) Active friending in online social networks. In: BDCAT 2017, pp 139–148
go back to reference Zhang H, Dinh MT, Thai MT (2013) Maximizing the spread of positive inuencein online social networks. In: ICDCS 2013, pp 317–326 Zhang H, Dinh MT, Thai MT (2013) Maximizing the spread of positive inuencein online social networks. In: ICDCS 2013, pp 317–326
Metadata
Title
A variation of DS decomposition in set function optimization
Authors
Xiang Li
H. George Du
Panos M. Pardalos
Publication date
19-03-2020
Publisher
Springer US
Published in
Journal of Combinatorial Optimization / Issue 1/2020
Print ISSN: 1382-6905
Electronic ISSN: 1573-2886
DOI
https://doi.org/10.1007/s10878-020-00560-w

Other articles of this Issue 1/2020

Journal of Combinatorial Optimization 1/2020 Go to the issue

Premium Partner