Information-Theoretic Measure of Causality
infocausality
is an R package for information-theoretic causal analysis.
It quantifies temporal and spatial causality through information flow, and decomposes it into unique, redundant, and synergistic components. The package provides native support for data.frame
, sf
, and SpatRaster
objects, offering a unified interface for both time-series and spatial cross-sectional causal analysis.
Refer to the package documentation https://stscl.github.io/infocausality/ for more detailed information.
Installation
- Install from CRAN with:
install.packages("infocausality", dep = TRUE)
- Install binary version from R-universe with:
install.packages("infocausality",
repos = c("https://stscl.r-universe.dev",
"https://cloud.r-project.org"),
dep = TRUE)
- Install from source code on GitHub with:
if (!requireNamespace("devtools")) {
install.packages("devtools")
}
devtools::install_github("stscl/infocausality",
build_vignettes = TRUE,
dep = TRUE)