CausalityTools.jl provides tools for nonparametric detection of causal relationships between dynamical variables based on time series of observations.
Check out the documentation for more information!
The package is equally well-suited both for the study of causal directionality for experimental data, and for studying theoretical systems. Key features include:
Library of coupled dynamical systems for testing algorithm performance.
CausalityTools.jl is a registered julia package, you can therefore add the latest tagged release by running the following lines in the Julia console.
import Pkg; Pkg.add("CausalityTools")
For the latest development version of the package, add the package by referring directly to the GitHub repository.
import Pkg; Pkg.add("https://github.com/kahaaga/CausalityTools.jl/")
During installation, you might get an error related to
SpecialFunctions.jl. If so, just
run the following:
to verify that everything works.
6 days ago