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Eigenvector centrality

I was wondering if you can calculate eigenvector centrality with undirected graphs and if you can, what is the best means of doing so. … I understand how to calculate the adjacency matrix and how to calculate its eigenvector (spectral) decomposition, I just am unaware as to how to combine this parts in order to calculate eigenvector centrality …
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