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
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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)
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aum_2024.6.19.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
aum/json (API)

# 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:

fn.not.zero - Penalized models with non-zero fn at penalty=0
neg.zero.fp - Negative zero FP

On CRAN:

cpp

3.30 score 2 stars 5 scripts 661 downloads 8 exports 2 dependencies

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

Target	Result	Time
linux-devel-arm64	OK	139
linux-devel-x86_64	OK	143
source / vignettes	OK	196
linux-release-arm64	OK	142
linux-release-x86_64	OK	149
macos-release-arm64	OK	99
macos-release-x86_64	OK	244
macos-oldrel-arm64	OK	101
macos-oldrel-x86_64	OK	212
windows-devel	OK	136
windows-release	OK	107
windows-oldrel	OK	118
wasm-release	OK	106

Exports:aum aum_diffs aum_diffs_binary aum_diffs_penalty aum_errors aum_line_search aum_line_search_grid aum_linear_model_cv

Dependencies:data.table Rcpp

Speed comparison

Neuroblastoma data | R implementation | Synthetic data

Rendered fromspeed-comparison.Rmdusingknitr::knitr

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

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
aum	aum
aum diffs	aum_diffs
aum diffs binary	aum_diffs_binary
aum diffs penalty	aum_diffs_penalty
aum errors	aum_errors
aum line search	aum_line_search
aum line search grid	aum_line_search_grid
aum linear model	aum_linear_model
aum linear model cv	aum_linear_model_cv
aum linear model ls	aum_linear_model_ls
Penalized models with non-zero fn at penalty=0	fn.not.zero
Negative zero FP	neg.zero.fp
plot aum diffs	plot.aum_diffs
plot aum line search	plot.aum_line_search
plot aum line search grid	plot.aum_line_search_grid
set loss plot	set_loss_plot