Package: modernBoot 0.1.1
modernBoot: Modern Resampling Methods: Bootstraps, Wild, Block, Permutation, and Selection Guidance
Implements modern resampling and permutation methods for robust statistical inference without restrictive parametric assumptions. Provides bias-corrected and accelerated (BCa) bootstrap (Efron and Tibshirani (1993) <doi:10.1201/9780429246593>), wild bootstrap for heteroscedastic regression (Liu (1988) <doi:10.1214/aos/1176351062>, Davidson and Flachaire (2008) <doi:10.1016/j.jeconom.2008.08.003>), block bootstrap for time series (Politis and Romano (1994) <doi:10.1080/01621459.1994.10476870>), and permutation-based multiple testing correction (Westfall and Young (1993) <ISBN:0-471-55761-7>). Methods handle non-normal data, heteroscedasticity, time series correlation, and multiple comparisons.
Authors:
modernBoot_0.1.1.tar.gz
modernBoot_0.1.1.zip(r-4.7)modernBoot_0.1.1.zip(r-4.6)modernBoot_0.1.1.zip(r-4.5)
modernBoot_0.1.1.tgz(r-4.6-any)modernBoot_0.1.1.tgz(r-4.5-any)
modernBoot_0.1.1.tar.gz(r-4.7-any)modernBoot_0.1.1.tar.gz(r-4.6-any)
modernBoot_0.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
modernBoot/json (API)
NEWS
| # Install 'modernBoot' in R: |
| install.packages('modernBoot', repos = c('https://ikrakib.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/ikrakib/modernboot/issues
Last updated from:37965ba239. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 134 | ||
| source / vignettes | OK | 178 | ||
| linux-release-x86_64 | OK | 147 | ||
| macos-release-arm64 | OK | 104 | ||
| macos-oldrel-arm64 | OK | 93 | ||
| windows-devel | OK | 88 | ||
| windows-release | OK | 75 | ||
| windows-oldrel | OK | 86 | ||
| wasm-release | OK | 109 |
Exports:auto_select_methodbca_cibs_meancompare_methods_simmoving_block_bootperm_maxTperm_test_2samplestationary_bootstudentized_ciwild_boot_lm
Dependencies:bootcodetoolsdigestfuturefuture.applyglobalslistenvparallelly
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Automatic Resampling Method Selection | auto_select_method |
| Bias-Corrected and Accelerated (BCa) Bootstrap Confidence Interval | bca_ci |
| Nonparametric Bootstrap Confidence Interval for the Mean | bs_mean |
| Simulation Study: Compare Bootstrap Methods | compare_methods_sim |
| Moving Block Bootstrap for Time Series | moving_block_boot |
| Permutation maxT for Multiple Testing | perm_maxT |
| Two-Sample Permutation Test | perm_test_2sample |
| Stationary Bootstrap (Politis & Romano) | stationary_boot |
| Studentized Bootstrap Confidence Interval for Quantiles | studentized_ci |
| Wild Bootstrap for Linear Model Coefficients | wild_boot_lm |
