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...
Main Authors: | , , |
---|---|
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 |