Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data

Abstract A key challenge to gaining insight into complex systems is inferring nonlinear causal directional relations from observational time-series data. Specifically, estimating causal relationships between interacting components in large systems with only short recordings over few temporal observa...

Full description

Bibliographic Details
Main Authors: Axel Wismüller, Adora M. Dsouza, M. Ali Vosoughi, Anas Abidin
Format: Article
Language:English
Published: Nature Publishing Group 2021-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-87316-6