agghoo.Rcheck/agghoo-manual.tex

   1 \nonstopmode{}
   2 \documentclass[letterpaper]{book}
   3 \usepackage[times,hyper]{Rd}
   4 \usepackage{makeidx}
   5 \usepackage[utf8]{inputenc} % @SET ENCODING@
   6 % \usepackage{graphicx} % @USE GRAPHICX@
   7 \makeindex{}
   8 \begin{document}
   9 \chapter*{}
  10 \begin{center}
  11 {\textbf{\huge Package `agghoo'}}
  12 \par\bigskip{\large \today}
  13 \end{center}
  14 \ifthenelse{\boolean{Rd@use@hyper}}{\hypersetup{pdftitle = {agghoo: Aggregated Hold-Out Cross Validation}}}{}
  15 \begin{description}
  16 \raggedright{}
  17 \item[Title]\AsIs{Aggregated Hold-Out Cross Validation}
  18 \item[Date]\AsIs{2022-08-30}
  19 \item[Version]\AsIs{0.1-0}
  20 \item[Description]\AsIs{The 'agghoo' procedure is an alternative to usual cross-validation.
  21 Instead of choosing the best model trained on V subsamples, it determines
  22 a winner model for each subsample, and then aggregate the V outputs.
  23 For the details, see ``Aggregated hold-out'' by Guillaume Maillard,
  24 Sylvain Arlot, Matthieu Lerasle (2021) <}\Rhref{https://arxiv.org/abs/1909.04890}{arXiv:1909.04890}\AsIs{>
  25 published in Journal of Machine Learning Research 22(20):1--55.}
  26 \item[Author]\AsIs{Sylvain Arlot }\email{sylvain.arlot@universite-paris-saclay.fr}\AsIs{ [cph,ctb],
  27 Benjamin Auder }\email{benjamin.auder@universite-paris-saclay.fr}\AsIs{ [aut,cre,cph],
  28 Melina Gallopin }\email{melina.gallopin@universite-paris-saclay.fr}\AsIs{ [cph,ctb],
  29 Matthieu Lerasle }\email{matthieu.lerasle@universite-paris-saclay.fr}\AsIs{ [cph,ctb],
  30 Guillaume Maillard }\email{guillaume.maillard@uni.lu}\AsIs{ [cph,ctb]}
  31 \item[Maintainer]\AsIs{Benjamin Auder }\email{benjamin.auder@universite-paris-saclay.fr}\AsIs{}
  32 \item[Depends]\AsIs{R (>= 3.5.0)}
  33 \item[Imports]\AsIs{class, parallel, R6, rpart, FNN}
  34 \item[Suggests]\AsIs{roxygen2}
  35 \item[URL]\AsIs{}\url{https://git.auder.net/?p=agghoo.git}\AsIs{}
  36 \item[License]\AsIs{MIT + file LICENSE}
  37 \item[RoxygenNote]\AsIs{7.2.1}
  38 \item[Collate]\AsIs{'compareTo.R' 'agghoo.R' 'R6_AgghooCV.R' 'R6_Model.R'
  39 'checks.R' 'utils.R' 'A_NAMESPACE.R'}
  40 \item[NeedsCompilation]\AsIs{no}
  41 \end{description}
  42 \Rdcontents{\R{} topics documented:}
  43 \printindex{}
  44 \end{document}