Influence maximization problems aim to identify key players in (social) networks and are typically motivated from viral marketing. In this work, we introduce and study the Generalized Least Cost Influence Problem (GLCIP) that generalizes many previously considered problem variants and allows to overcome some of their limitations. A formulation that is based on the concept of activation functions is proposed together with strengthening inequalities. Exact and heuristic solution methods are developed and compared for the new problem. Our computational results also show that our approaches outperform the state-of-the-art on relevant, special cases of the GLCIP.

Fischetti, M., Kahr, M., Leitner, M., Monaci, M., Ruthmair, M. (2018). Least cost influence propagation in (social) networks. MATHEMATICAL PROGRAMMING, 170(1), 293-325 [10.1007/s10107-018-1288-y].

Least cost influence propagation in (social) networks

Monaci, Michele;
2018

Abstract

Influence maximization problems aim to identify key players in (social) networks and are typically motivated from viral marketing. In this work, we introduce and study the Generalized Least Cost Influence Problem (GLCIP) that generalizes many previously considered problem variants and allows to overcome some of their limitations. A formulation that is based on the concept of activation functions is proposed together with strengthening inequalities. Exact and heuristic solution methods are developed and compared for the new problem. Our computational results also show that our approaches outperform the state-of-the-art on relevant, special cases of the GLCIP.
2018
Fischetti, M., Kahr, M., Leitner, M., Monaci, M., Ruthmair, M. (2018). Least cost influence propagation in (social) networks. MATHEMATICAL PROGRAMMING, 170(1), 293-325 [10.1007/s10107-018-1288-y].
Fischetti, Matteo*; Kahr, Michael; Leitner, Markus; Monaci, Michele; Ruthmair, Mario
File in questo prodotto:
File Dimensione Formato  
postprint_MMONACI-mpb.pdf

accesso aperto

Tipo: Postprint
Licenza: Licenza per accesso libero gratuito
Dimensione 558.98 kB
Formato Adobe PDF
558.98 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/656433
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 24
  • ???jsp.display-item.citation.isi??? 20
social impact