Reconstruction of Complex Directional Networks with Group Lasso Nonlinear Conditional Granger Causality

Abstract Reconstruction of networks underlying complex systems is one of the most crucial problems in many areas of engineering and science. In this paper, rather than identifying parameters of complex systems governed by pre-defined models or taking some polynomial and rational functions as a prior...

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Bibliographic Details
Main Authors: Guanxue Yang, Lin Wang, Xiaofan Wang
Format: Article
Language:English
Published: Nature Publishing Group 2017-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-02762-5