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Exploring Robustness in Dynamic Graphs

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Robustness of communities?

What is the impact of resiliency (fault, attack) to communities?

  • try to apply different community detection approaches
  • are communities resilient?
  • can communities rebuild, in dynamic networks?

Possible reading / references:

Mapping change in large networks
Publications (MapEquation.org)
New mathematical framework establishes the risk of dramatic collapses of real networks

Google searches:

  • modeling dynamic graphs
  • "dynamic network" python

http://dynetx.readthedocs.io/en/latest/overview.html

https://www.youtube.com/watch?v=EvO4HwI7Zi4

http://www.eecs.wsu.edu/~yyao/DynamicGraph.html

https://github.com/gephi/gephi/wiki/GraphStreaming

Google search: jupyter notebook gephi

Spreading processes

Immunization

Error and Attack Tolerance problem