Package: wqspt 1.0.1
wqspt: Permutation Test for Weighted Quantile Sum Regression
Implements a permutation test method for the weighted quantile sum (WQS) regression, building off the 'gWQS' package (Renzetti et al. <https://CRAN.R-project.org/package=gWQS>). Weighted quantile sum regression is a statistical technique to evaluate the effect of complex exposure mixtures on an outcome (Carrico et al. 2015 <doi:10.1007/s13253-014-0180-3>). The model features a statistical power and Type I error (i.e., false positive) rate trade-off, as there is a machine learning step to determine the weights that optimize the linear model fit. This package provides an alternative method based on a permutation test that should reliably allow for both high power and low false positive rate when utilizing WQS regression (Day et al. 2022 <doi:10.1289/EHP10570>).
Authors:
wqspt_1.0.1.tar.gz
wqspt_1.0.1.zip(r-4.5)wqspt_1.0.1.zip(r-4.4)wqspt_1.0.1.zip(r-4.3)
wqspt_1.0.1.tgz(r-4.4-any)wqspt_1.0.1.tgz(r-4.3-any)
wqspt_1.0.1.tar.gz(r-4.5-noble)wqspt_1.0.1.tar.gz(r-4.4-noble)
wqspt_1.0.1.tgz(r-4.4-emscripten)wqspt_1.0.1.tgz(r-4.3-emscripten)
wqspt.pdf |wqspt.html✨
wqspt/json (API)
# Install 'wqspt' in R: |
install.packages('wqspt', repos = c('https://drewdstat.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/drewdstat/wqspt/issues
Last updated 2 years agofrom:f94ad5dd1e. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 31 2024 |
R-4.5-win | OK | Oct 31 2024 |
R-4.5-linux | OK | Oct 31 2024 |
R-4.4-win | OK | Oct 31 2024 |
R-4.4-mac | OK | Oct 31 2024 |
R-4.3-win | OK | Oct 31 2024 |
R-4.3-mac | OK | Oct 31 2024 |
Exports:wqs_full_permwqs_ptwqs_simwqspt_plot
Dependencies:abindbackportsbase64encbookdownbootbroombslibcachemcarcarDataclicodetoolscolorspacecommonmarkcowplotcpp11crayondata.tableDerivdigestdoBydplyrevaluateextraDistrfansifarverfastmapfontawesomeFormulafsfuturefuture.applygenericsggplot2ggrepelglobalsgluegridExtragridSVGgtablegWQShighrhtmltoolshttpuvisobandjquerylibjsonlitekableExtraknitrlabelinglaterlatticelifecyclelistenvlme4magrittrMASSMatrixMatrixModelsmemoisemgcvmicrobenchmarkmimeminqamodelrmunsellmvtnormnlmenloptrnnetnumDerivparallellypbapplypbkrtestpillarpkgconfigplotROCplyrpromisespsclpurrrquantregR6rappdirsRColorBrewerRcppRcppEigenreshape2rlangrlistrmarkdownrstudioapisassscalesshinysourcetoolsSparseMstringistringrsurvivalsvglitesystemfontstibbletidyrtidyselecttinytexutf8vctrsviridisviridisLitewithrxfunXMLxml2xtableyaml
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Full wrapper WQS permutation test | wqs_full_perm |
WQS permutation test | wqs_pt |
WQS simulated dataset generator | wqs_sim |
Plotting method for wqspt object | wqspt_plot |