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Dynamics of social network emergence explain network evolution

Political Science

Dynamics of social network emergence explain network evolution

C. Pomeroy, R. M. Bond, et al.

This research conducted by Caleb Pomeroy, Robert M. Bond, Peter J. Mucha, and Skyler J. Cranmer delves into the fascinating dynamics of networked systems. Explore how an initial cycle of rapid tie expansion and contraction illuminates the eventual structure and interactions within a social network, shedding light on scientific collaboration through a proposed model of churn.... show more
Abstract
Networked systems emerge and subsequently evolve. Although several models describe the process of network evolution, researchers know far less about the initial process of network emergence. Here, we report temporal survey results of a real-world social network starting from its point of inception. We find that individuals' ties undergo an initial cycle of rapid expansion and contraction. This process helps to explain the eventual interactions and working structure in the network (in this case, scientific collaboration). We propose a stylized concept and model of "churn" to describe the process of network emergence and stabilization. Our empirical and simulation results suggest that these network emergence dynamics may be instrumental for explaining network details, as well as behavioral outcomes at later time periods.
Publisher
Scientific Reports
Published On
Dec 14, 2020
Authors
Caleb Pomeroy, Robert M. Bond, Peter J. Mucha, Skyler J. Cranmer
Tags
networked systems
social network
tie expansion
churn
scientific collaboration
emergence dynamics
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