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gma
View on CRAN: Click
here
Download and install gma package within the R console
Install from CRAN:
install.packages("gma")
Install from Github:
library("remotes")
install_github("cran/gma")
Install by package version:
library("remotes")
install_version("gma", "1.0")
Attach the package and use:
library("gma")
Maintained by
Yi Zhao
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-09-19
Latest Update: 2017-09-19
Description:
Performs Granger mediation analysis (GMA) for time series. This package includes a single level GMA model and a two-level GMA model, for time series with hierarchically nested structure. The single level GMA model for the time series of a single participant performs the causal mediation analysis which integrates the structural equation modeling and the Granger causality frameworks. A vector autoregressive model of order p is employed to account for the spatiotemporal dependencies in the data. Meanwhile, the model introduces the unmeasured confounding effect through a nonzero correlation parameter. Under the two-level model, by leveraging the variabilities across participants, the parameters are identifiable and consistently estimated based on a full conditional likelihood or a two-stage method. See Zhao, Y., & Luo, X. (2017), Granger Mediation Analysis of Multiple Time Series with an Application to fMRI, for details.
How to cite:
Yi Zhao (2017). gma: Granger Mediation Analysis. R package version 1.0, https://cran.r-project.org/web/packages/gma
Previous versions and publish date:
No previous versions
Other packages that cited gma R package
View gma citation profile
Other R packages that gma depends,
imports, suggests or enhances
Functions, R codes and Examples using
the gma R package
Some associated functions: env.single . env.two . gma-package . gma . sim.data.ts.single . sim.data.ts.two .
Some associated R codes: cma.delta.ts.arp.error.lm.HL.R . cma.delta.ts.arp.error.lm.R . cma.delta.ts.arp.error.lm.ts.R . cma.delta.ts.arp.error.lm.ts.logLik.R . cma.ts.arp.error.lm.h.R . cma.uni.delta.ts.arp.error.R . cma.uni.plot.ts.arp.error.R . cma.uni.sens.ts.arp.error.R . cma.uni.ts.arp.error.ll.R . gma-internal.R . gma.R . sim.data.ts.single.R . sim.data.ts.two.R . Full gma package functions and examples
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