Handbook on Graph Drawing and Visualization

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Visualizing Large-scale and High-dimensional Data (2016, background): “Among them, force-directed lay-outs generates better visualizations, but their high computational complexity (ranging from O ( N 3 ) to O ( N log 2 N ) with N being the number of nodes [22]) has prevented them from being applied to millions of nodes.”
A Survey of Link Prediction in Complex Networks (2016, background): “A large number of problems related to network mining are currently being studied, including community detection [Fortunato 2010], structural network analysis [Kossinets and Watts 2006], and network visualization [Tamassia 2013].”
The Algorithm Design Manual (2020, background): “Graph Drawing: Algorithms for the Visualization of Graphs.”