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research article

Graph fragmentation problem: analysis and synthesis

Aprile, Manuel  
•
Castro, Natalia
•
Ferreira, Graciela
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January 1, 2019
International Transactions In Operational Research

Vulnerability metrics play a key role in the understanding of cascading failures and target/random attacks to a network. The graph fragmentation problem (GFP) is the result of a worst-case analysis of a random attack. We can choose a fixed number of individuals for protection, and a nonprotected target node immediately destroys all reachable nodes. The goal is to minimize the expected number of destroyed nodes in the network. In this paper, we address the GFP by several approaches: metaheuristics, approximation algorithms, polytime methods for specific instances, and exact methods for small instances. The computational complexity of the GFP is included in our analysis, where we formally prove that the corresponding decision version of the problem is NP-complete. Furthermore, a strong inapproximability result holds: there is no polynomial approximation algorithm with factor lower than 5/3, unless P=NP. This promotes the study of specific instances of the problem for tractability and/or exact methods in exponential time. As a synthesis, we propose new vulnerability/connectivity metrics and an interplay with game theory using a closely related combinatorial problem called component order connectivity.

  • Details
  • Metrics
Type
research article
DOI
10.1111/itor.12562
Web of Science ID

WOS:000445190800002

Author(s)
Aprile, Manuel  
Castro, Natalia
Ferreira, Graciela
Piccini, Juan
Robledo, Franco
Romero, Pablo  
Date Issued

2019-01-01

Publisher

WILEY

Published in
International Transactions In Operational Research
Volume

26

Issue

1

Start page

41

End page

53

Subjects

Management

•

Operations Research & Management Science

•

Business & Economics

•

vulnerability metrics

•

graph fragmentation problem

•

computational complexity

•

approximation algorithms

•

metaheuristics

•

game theory

•

networks

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
DISOPT  
Available on Infoscience
January 23, 2019
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/153924
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