Visual analysis of contagion in networks
نویسندگان
چکیده
Contagion is a process whereby the collapse of a node in a network leads to the collapse of neighboring nodes and thereby sets off a chain reaction in the network. It thereby creates a special type of time-dependent network. Such processes are studied in various applications, e.g., in financial network analysis, infection diffusion prediction, supply chain management or gene regulation. Visual Analytics methods can help analysts examine contagion effects. For this purpose, network visualizations need to be complemented with specific features to illustrate the contagion process. Moreover, new visual analysis techniques for comparison of contagion need to be developed. We propose a system geared to the visual analysis of contagion. It includes the simulation of contagion effects as well as their visual exploration. We present new tools able to compare the evolution of the different contagion processes. In this way, propagation of disturbances can be effectively analyzed. We focus on financial networks, however, our system can be applied to other use cases as well.
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ورودعنوان ژورنال:
- Information Visualization
دوره 14 شماره
صفحات -
تاریخ انتشار 2015