%global __brp_check_rpaths %{nil} %global __requires_exclude ^libmpi %global packname IRon %global packver 0.1.4 %global rlibdir /usr/local/lib/R/library Name: R-CRAN-%{packname} Version: 0.1.4 Release: 1%{?dist}%{?buildtag} Summary: Solving Imbalanced Regression Tasks License: CC0 URL: https://cran.r-project.org/package=%{packname} Source0: %{url}&version=%{packver}#/%{packname}_%{packver}.tar.gz BuildRequires: R-devel >= 2.10 Requires: R-core >= 2.10 BuildRequires: R-CRAN-Rcpp BuildRequires: R-stats BuildRequires: R-CRAN-ggpubr BuildRequires: R-CRAN-gridExtra BuildRequires: R-CRAN-ggplot2 BuildRequires: R-CRAN-robustbase BuildRequires: R-CRAN-scam Requires: R-CRAN-Rcpp Requires: R-stats Requires: R-CRAN-ggpubr Requires: R-CRAN-gridExtra Requires: R-CRAN-ggplot2 Requires: R-CRAN-robustbase Requires: R-CRAN-scam %description Imbalanced domain learning has almost exclusively focused on solving classification tasks, where the objective is to predict cases labelled with a rare class accurately. Such a well-defined approach for regression tasks lacked due to two main factors. First, standard regression tasks assume that each value is equally important to the user. Second, standard evaluation metrics focus on assessing the performance of the model on the most common cases. This package contains methods to tackle imbalanced domain learning problems in regression tasks, where the objective is to predict extreme (rare) values. The methods contained in this package are: 1) an automatic and non-parametric method to obtain such relevance functions; 2) visualisation tools; 3) suite of evaluation measures for optimisation/validation processes; 4) the squared-error relevance area measure, an evaluation metric tailored for imbalanced regression tasks. More information can be found in Ribeiro and Moniz (2020) . %prep %setup -q -c -n %{packname} # fix end of executable files find -type f -executable -exec grep -Iq . {} \; -exec sed -i -e '$a\' {} \; # prevent binary stripping [ -d %{packname}/src ] && find %{packname}/src -type f -exec \ sed -i 's@/usr/bin/strip@/usr/bin/true@g' {} \; || true [ -d %{packname}/src ] && find %{packname}/src/Make* -type f -exec \ sed -i 's@-g0@@g' {} \; || true # don't allow local prefix in executable scripts find -type f -executable -exec sed -Ei 's@#!( )*/usr/local/bin@#!/usr/bin@g' {} \; %build %install mkdir -p %{buildroot}%{rlibdir} %{_bindir}/R CMD INSTALL -l %{buildroot}%{rlibdir} %{packname} test -d %{packname}/src && (cd %{packname}/src; rm -f *.o *.so) rm -f %{buildroot}%{rlibdir}/R.css # remove buildroot from installed files find %{buildroot}%{rlibdir} -type f -exec sed -i "s@%{buildroot}@@g" {} \; %files %{rlibdir}/%{packname}