Package: aum 2024.6.19

aum: Area Under Minimum of False Positives and Negatives

Efficient algorithms <https://jmlr.org/papers/v24/21-0751.html> for computing Area Under Minimum, directional derivatives, and line search optimization of a linear model, with objective defined as either max Area Under the Curve or min Area Under Minimum.

Authors:Toby Dylan Hocking [aut, cre], Jadon Fowler [aut]

aum_2024.6.19.tar.gz
aum_2024.6.19.zip(r-4.7)aum_2024.6.19.zip(r-4.6)aum_2024.6.19.zip(r-4.5)
aum_2024.6.19.tgz(r-4.6-x86_64)aum_2024.6.19.tgz(r-4.6-arm64)aum_2024.6.19.tgz(r-4.5-x86_64)aum_2024.6.19.tgz(r-4.5-arm64)
aum_2024.6.19.tar.gz(r-4.7-arm64)aum_2024.6.19.tar.gz(r-4.7-x86_64)aum_2024.6.19.tar.gz(r-4.6-arm64)aum_2024.6.19.tar.gz(r-4.6-x86_64)
aum_2024.6.19.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
aum/json (API)
NEWS

# Install 'aum' in R:
install.packages('aum', repos = c('https://tdhock.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/tdhock/aum/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:

On CRAN:

Conda:

cpp

3.30 score 2 stars 3 scripts 624 downloads 8 exports 2 dependencies

Last updated from:13d4b00ffe. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK144
linux-devel-x86_64OK145
source / vignettesOK199
linux-release-arm64OK162
linux-release-x86_64OK147
macos-release-arm64OK97
macos-release-x86_64OK229
macos-oldrel-arm64OK125
macos-oldrel-x86_64OK270
windows-develOK180
windows-releaseOK130
windows-oldrelOK102
wasm-releaseOK120

Exports:aumaum_diffsaum_diffs_binaryaum_diffs_penaltyaum_errorsaum_line_searchaum_line_search_gridaum_linear_model_cv

Dependencies:data.tableRcpp

Speed comparison

Rendered fromspeed-comparison.Rmdusingknitr::knitron May 14 2026.

Last update: 2023-04-10
Started: 2021-02-15

Readme and manuals

Help Manual

Help pageTopics
aumaum
aum diffsaum_diffs
aum diffs binaryaum_diffs_binary
aum diffs penaltyaum_diffs_penalty
aum errorsaum_errors
aum line searchaum_line_search
aum line search gridaum_line_search_grid
aum linear modelaum_linear_model
aum linear model cvaum_linear_model_cv
aum linear model lsaum_linear_model_ls
Penalized models with non-zero fn at penalty=0fn.not.zero
Negative zero FPneg.zero.fp
plot aum diffsplot.aum_diffs
plot aum line searchplot.aum_line_search
plot aum line search gridplot.aum_line_search_grid
set loss plotset_loss_plot