Package: lvimp 1.0.0

lvimp: Perform Inference on Summaries of Longitudinal Algorithm-Agnostic Variable Importance

Calculate point estimates of and valid confidence intervals for longitudinal summaries of nonparametric, algorithm-agnostic variable importance measures. For more details, see Williamson et al. (2024) <doi:10.48550/arXiv.2311.01638>.

Authors:Brian D. Williamson [aut, cre]

lvimp_1.0.0.tar.gz
lvimp_1.0.0.zip(r-4.7)lvimp_1.0.0.zip(r-4.6)lvimp_1.0.0.zip(r-4.5)
lvimp_1.0.0.tgz(r-4.6-any)lvimp_1.0.0.tgz(r-4.5-any)
lvimp_1.0.0.tar.gz(r-4.7-any)lvimp_1.0.0.tar.gz(r-4.6-any)
lvimp_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
lvimp/json (API)

# Install 'lvimp' in R:

install.packages('lvimp', repos = c('https://bdwilliamson.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/bdwilliamson/lvimp/issues

Pkgdown/docs site:https://bdwilliamson.github.io

On CRAN:

4.18 score 1 stars 1 scripts 155 downloads 4 exports 46 dependencies

Last updated from:9bcd6cd466. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	155
source / vignettes	OK	202
linux-release-x86_64	OK	145
macos-release-arm64	OK	131
macos-oldrel-arm64	OK	199
windows-devel	OK	105
windows-release	OK	97
windows-oldrel	OK	90
wasm-release	OK	114

Exports:lvim lvim_autc lvim_average lvim_trend

Dependencies:bitops boot caTools cli codetools cpp11 cvAUC data.table digest dplyr foreach furrr future gam generics globals glue gplots gtools iterators KernSmooth lifecycle listenv magrittr MASS nnls parallelly pillar pkgconfig purrr R6 rlang ROCR rsample slider stringi stringr SuperLearner tibble tidyr tidyselect utf8 vctrs vimp warp withr

Introduction to lvimp

Introduction | Installation | Quick Start

Rendered fromintroduction-to-lvimp.Rmdusingknitr::rmarkdown

Last update: 2023-05-25
Started: 2022-10-25

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Format a 'lvim' object	format.lvim
Create a Longitudinal Variable Importance Object	lvim
Area Under the Variable Importance Trajectory	lvim_autc
Average Longitudinal Variable Importance	lvim_average
Linear Trend in the Longitudinal Variable Importance Trajectory	lvim_trend
Print a 'lvim' object	print.lvim