%global __brp_check_rpaths %{nil} %global __requires_exclude ^libmpi %global packname RelimpPCR %global packver 0.3.0 %global rlibdir /usr/local/lib/R/library Name: R-CRAN-%{packname} Version: 0.3.0 Release: 1%{?dist}%{?buildtag} Summary: Relative Importance PCA Regression License: MIT + file LICENSE URL: https://cran.r-project.org/package=%{packname} Source0: %{url}&version=%{packver}#/%{packname}_%{packver}.tar.gz BuildRequires: R-devel >= 3.3.0 Requires: R-core >= 3.3.0 BuildArch: noarch BuildRequires: R-CRAN-relaimpo BuildRequires: R-CRAN-Rmisc BuildRequires: R-CRAN-caret BuildRequires: R-CRAN-ggplot2 BuildRequires: R-CRAN-reshape2 BuildRequires: R-CRAN-logger Requires: R-CRAN-relaimpo Requires: R-CRAN-Rmisc Requires: R-CRAN-caret Requires: R-CRAN-ggplot2 Requires: R-CRAN-reshape2 Requires: R-CRAN-logger %description Performs Principal Components Analysis (also known as PCA) dimensionality reduction in the context of a linear regression. In most cases, PCA dimensionality reduction is performed independent of the response variable for a regression. This captures the majority of the variance of the model's predictors, but may not actually be the optimal dimensionality reduction solution for a regression against the response variable. An alternative method, optimized for a regression against the response variable, is to use both PCA and a relative importance measure. This package applies PCA to a given data frame of predictors, and then calculates the relative importance of each PCA factor against the response variable. It outputs ordered factors that are optimized for model fit. By performing dimensionality reduction with this method, an individual can achieve a the same r-squared value as performing just PCA, but with fewer PCA factors. References: Yuri Balasanov (2017) . %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}