From the Periphery to the Center: Information Brokerage in an Evolving Network

May 02, 2018 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Bo Yan, Yiping Liu, Jiamou Liu, Yijin Cai, Hongyi Su, Hong Zheng arXiv ID 1805.00751 Category cs.AI: Artificial Intelligence Cross-listed cs.MA, cs.SI Citations 6 Venue arXiv.org Last Checked 4 months ago
Abstract
Interpersonal ties are pivotal to individual efficacy, status and performance in an agent society. This paper explores three important and interrelated themes in social network theory: the center/periphery partition of the network; network dynamics; and social integration of newcomers. We tackle the question: How would a newcomer harness information brokerage to integrate into a dynamic network going from periphery to center? We model integration as the interplay between the newcomer and the dynamics network and capture information brokerage using a process of relationship building. We analyze theoretical guarantees for the newcomer to reach the center through tactics; proving that a winning tactic always exists for certain types of network dynamics. We then propose three tactics and show their superior performance over alternative methods on four real-world datasets and four network models. In general, our tactics place the newcomer to the center by adding very few new edges on dynamic networks with approximately 14000 nodes.
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