Computational aspects of optimal strategic network diffusion

被引:2
|
作者
Waniek, Marcin [1 ,2 ]
Elbassioni, Khaled [2 ]
Pinheiro, Flavio L. [3 ,4 ]
Hidalgo, Cesar A. [4 ]
Alshamsi, Aamena [2 ]
机构
[1] New York Univ Abu Dhabi, Comp Sci, Abu Dhabi, U Arab Emirates
[2] Khalifa Univ Sci & Technol, Abu Dhabi, U Arab Emirates
[3] Univ Nova Lisboa, Nova Informat Management Sch NOVA IMS, Lisbon, Portugal
[4] MIT, MIT Media Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA
关键词
Strategic diffusion; Network contagion; Complex networks; Influence maximization;
D O I
10.1016/j.tcs.2020.01.027
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Diffusion on complex networks is often modeled as a stochastic process. Yet, recent work on strategic diffusion emphasizes the decision power of agents [1] and treats diffusion as a strategic problem. Here we study the computational aspects of strategic diffusion, i.e., finding the optimal sequence of nodes to activate a network in the minimum time. We prove that finding an optimal solution to this problem is NP-complete in a general case. To overcome this computational difficulty, we present an algorithm to compute an optimal solution based on a dynamic programming technique. We also show that the problem is fixed parameter-tractable when parametrized by the product of the treewidth and maximum degree. We analyze the possibility of developing an efficient approximation algorithm and show that two heuristic algorithms proposed so far cannot have better than a logarithmic approximation guarantee. Finally, we prove that the problem does not admit better than a logarithmic approximation, unless P=NP. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页码:153 / 168
页数:16
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