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gma.pdf
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🔗 Source: cran.rstudio.com
📊 Size: 182 KB
📄 Pages: 15 pages
⬇️ Downloads: 464

Summary

The 'gma' package performs Granger Mediation Analysis (GMA) for time series data, integrating structural equation modeling and Granger causality frameworks. It includes single-level and two-level GMA models for hierarchically nested time series data. The package accounts for spatiotemporal dependencies using a vector autoregressive model and introduces unmeasured confounding effects through a nonzero correlation parameter. The two-level model leverages variabilities across participants to estimate parameters consistently using a two-stage method or block coordinate descent method. The package includes functions for simulating single-level and two-level datasets and performing GMA.

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Description

The 'gma' package performs Granger Mediation Analysis (GMA) for time series data, integrating structural equation modeling and Granger causality frameworks.

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  • File Format: PDF
  • File Size: 182 KB
  • Pages: 15
  • Language: EN
  • Total Downloads: 464
  • Last Updated: 2 weeks ago

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