Exact Rank Reduction of Network Models

With the advent of the big data era, generative models of complex networks are becoming elusive from direct computational simulation. We present an exact, linear-algebraic reduction scheme of generative models of networks. By exploiting the bilinear structure of the matrix representation of the gene...

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Bibliographic Details
Main Authors: Eugenio Valdano, Alex Arenas
Format: Article
Language:English
Published: American Physical Society 2019-09-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.9.031050