Target control of complex networks

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作者
Jianxi Gao
Yang-Yu Liu
Raissa M. D'Souza
Albert-László Barabási
机构
[1] Northeastern University,Center for Complex Network Research and Department of Physics
[2] Center for Cancer Systems Biology,Department of Medicine and Channing Division of Network Medicine
[3] Dana-Farber Cancer Institute,Department of Mechanical and Aerospace Engineering, and Department of Computer Science
[4] Brigham and Women's Hospital,undefined
[5] Harvard Medical School,undefined
[6] Complexity Sciences Center,undefined
[7] University of California,undefined
[8] Santa Fe Institute,undefined
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摘要
Controlling large natural and technological networks is an outstanding challenge. It is typically neither feasible nor necessary to control the entire network, prompting us to explore target control: the efficient control of a preselected subset of nodes. We show that the structural controllability approach used for full control overestimates the minimum number of driver nodes needed for target control. Here we develop an alternate ‘k-walk’ theory for directed tree networks, and we rigorously prove that one node can control a set of target nodes if the path length to each target node is unique. For more general cases, we develop a greedy algorithm to approximate the minimum set of driver nodes sufficient for target control. We find that degree heterogeneous networks are target controllable with higher efficiency than homogeneous networks and that the structure of many real-world networks are suitable for efficient target control.
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