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Solving the k-dominating set problem on very large-scale networks

Minh‐Hai Nguyen, Minh Hoàng Hà, Diep N. Nguyen, The Trung Tran

2020Computational Social Networks22 citationsDOIOpen Access PDF

Abstract

Abstract The well-known minimum dominating set problem (MDSP) aims to construct the minimum-size subset of vertices in a graph such that every other vertex has at least one neighbor in the subset. In this article, we study a general version of the problem that extends the neighborhood relationship: two vertices are called neighbors of each other if there exists a path through no more than k edges between them. The problem called “minimum k -dominating set problem” (M k DSP) becomes the classical dominating set problem if k is 1 and has important applications in monitoring large-scale social networks. We propose an efficient heuristic algorithm that can handle real-world instances with up to 17 million vertices and 33 million edges. This is the first time such large graphs are solved for the minimum k -dominating set problem.

Topics & Concepts

Dominating setVertex (graph theory)CombinatoricsSet (abstract data type)GraphMathematicsHeuristicComputer scienceDiscrete mathematicsMathematical optimizationProgramming languageInternet Traffic Analysis and Secure E-votingNetwork Traffic and Congestion ControlComplexity and Algorithms in Graphs