Introduction | Installation | Data structure | Step 1: Creating rate matrices | Step 3: Shapley decomposition | Step 4: Second‑order interaction indices | Step 5: Uncertainty propagation via parametric bootstrap | Conclusion
Package: shapleyHALE 0.1.0
Jun-Yan Xi
shapleyHALE: Shapley Value Decomposition of Health-Adjusted Life Expectancy
Implements a Shapley-value framework to decompose changes in health-adjusted life expectancy (HALE) into additive contributions of individual diseases or causes, fully accounting for higher-order interactions. Separates mortality and disability effects and provides second-order Shapley interaction indices. Uncertainty is propagated via parametric bootstrap.
Authors:
shapleyHALE_0.1.0.tar.gz
shapleyHALE_0.1.0.zip(r-4.7-any)shapleyHALE_0.1.0.zip(r-4.6-any)
shapleyHALE_0.1.0.tar.gz(r-4.7-any)shapleyHALE_0.1.0.tar.gz(r-4.6-any)
shapleyHALE_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
shapleyHALE/json (API)
| # Install 'shapleyHALE' in R: |
| install.packages('shapleyHALE', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Datasets:
- age_info_demo - Example age group information
- demo_gbd - Demo GBD rates
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:5133e696bf. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 157 | ||
| source / vignettes | OK | 207 | ||
| linux-release | OK | 140 | ||
| windows-devel | OK | 74 | ||
| windows-release | OK | 70 | ||
| wasm-release | OK | 127 |
Exports:bootstrap_shapleycompute_halecompute_shapley_interactionscreate_rate_matrixrun_shapley_decomp
Dependencies:codetoolsdata.tabledoParallelforeachiterators
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Example age group information | age_info_demo |
| Parametric bootstrap Shapley decomposition | bootstrap_shapley |
| Compute health-adjusted life expectancy | compute_hale |
| Second-order Shapley interaction indices | compute_shapley_interactions |
| Create cause-rate matrix from GBD-style data.table | create_rate_matrix |
| Demo GBD rates (simulated) | demo_gbd |
| Shapley decomposition of HALE change | run_shapley_decomp |