Package: dlsem 2.4.6
dlsem: Distributed-Lag Linear Structural Equation Models
Inference functionalities for distributed-lag linear structural equation models (DLSEMs). DLSEMs are Markovian structural causal models where each factor of the joint probability distribution is a distributed-lag linear regression with constrained lag shapes (Magrini, 2018 <doi:10.2478/bile-2018-0012>; Magrini et al., 2019 <doi:10.1007/s11135-019-00855-z>). DLSEMs account for temporal delays in the dependence relationships among the variables through a single parameter per covariate, thus allowing to perform dynamic causal inference in a feasible fashion. Endpoint-constrained quadratic, quadratic decreasing, linearly decreasing and gamma lag shapes are available.
Authors:
dlsem_2.4.6.tar.gz
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dlsem.pdf |dlsem.html✨
dlsem/json (API)
| # Install 'dlsem' in R: |
| install.packages('dlsem', repos = c('https://alessandromagrini.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 5 years agofrom:06984f93f5. Checks:OK: 1 NOTE: 6. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 17 2024 |
| R-4.5-win | NOTE | Nov 17 2024 |
| R-4.5-linux | NOTE | Nov 17 2024 |
| R-4.4-win | NOTE | Nov 17 2024 |
| R-4.4-mac | NOTE | Nov 17 2024 |
| R-4.3-win | NOTE | Nov 17 2024 |
| R-4.3-mac | NOTE | Nov 17 2024 |
Exports:as.graphNELauto.lagPlotautoCodecausalEffcompareModelsdlsemdrawSampleecqgamisIndeplagPlotlagShapesldlmHACqdresidualPlotunirootTest
Dependencies:BiocGenericsgenericsgraphRgraphviz
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Distributed-lag linear structural equation models | dlsem-package |
| European agricultural data | agres |
| Conversion into the 'graphNEL' class | as.graphNEL |
| Automated plot of lag shapes | auto.lagPlot |
| Automated model code | autoCode |
| Assessment of dynamic causal effects | causalEff |
| Comparison among different distributed-lag linear structural equation models | compareModels |
| Parameter estimation | dlsem |
| Sampling from a distributed-lag linear structural equation model | drawSample |
| Lag shape constructors | ecq gam ld qd |
| Industrial development | industry |
| Conditional independence check | isIndep |
| Plot of lag shapes | lagPlot |
| Estimated lag shapes | lagShapes |
| Heteroskedasticty and autocorrelation consistent covariance matrix | lmHAC |
| Plot for diagnostics of the residuals in a distributed-lag structural equation model. | residualPlot |
| Unit root test | unirootTest |
