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]

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aum.pdf |aum.html
aum/json (API)
NEWS

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

Peer review:

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

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

On CRAN:

8 exports 1 stars 1.15 score 2 dependencies 2 scripts 847 downloads

Last updated 3 months agofrom:9058f4d85f. Checks:OK: 8 NOTE: 1. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 19 2024
R-4.5-win-x86_64OKAug 19 2024
R-4.5-linux-x86_64NOTEAug 19 2024
R-4.4-win-x86_64OKAug 19 2024
R-4.4-mac-x86_64OKAug 19 2024
R-4.4-mac-aarch64OKAug 19 2024
R-4.3-win-x86_64OKAug 19 2024
R-4.3-mac-x86_64OKAug 19 2024
R-4.3-mac-aarch64OKAug 19 2024

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 Aug 19 2024.

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