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The function HigherOrderNetwork.getShortestPaths is a bottleneck for the calculation of centralities.
I believe that we can make this more efficient, as it currently takes several minutes even for higher-order networks that only have a few hundred nodes and a few thousand links.
The function
HigherOrderNetwork.getShortestPaths
is a bottleneck for the calculation of centralities.I believe that we can make this more efficient, as it currently takes several minutes even for higher-order networks that only have a few hundred nodes and a few thousand links.
Moreover, for the calculation of betweenness centrality, we can adopt faster algorithms like the one by Brandes et al., see here: www.tandfonline.com/doi/abs/10.1080/0022250X.2001.9990249
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