%global __brp_check_rpaths %{nil} %global __requires_exclude ^libmpi %global packname SDModels %global packver 2.0.0 %global rlibdir /usr/local/lib/R/library Name: R-CRAN-%{packname} Version: 2.0.0 Release: 1%{?dist}%{?buildtag} Summary: Spectrally Deconfounded Models License: GPL-3 URL: https://cran.r-project.org/package=%{packname} Source0: %{url}&version=%{packver}#/%{packname}_%{packver}.tar.gz BuildRequires: R-devel Requires: R-core BuildArch: noarch BuildRequires: R-CRAN-DiagrammeR BuildRequires: R-CRAN-future.apply BuildRequires: R-CRAN-future BuildRequires: R-CRAN-ggplot2 BuildRequires: R-CRAN-igraph BuildRequires: R-CRAN-ggraph BuildRequires: R-CRAN-gridExtra BuildRequires: R-parallel BuildRequires: R-CRAN-pbapply BuildRequires: R-CRAN-Rdpack BuildRequires: R-CRAN-tidyr BuildRequires: R-CRAN-fda BuildRequires: R-CRAN-grplasso BuildRequires: R-CRAN-rlang Requires: R-CRAN-DiagrammeR Requires: R-CRAN-future.apply Requires: R-CRAN-future Requires: R-CRAN-ggplot2 Requires: R-CRAN-igraph Requires: R-CRAN-ggraph Requires: R-CRAN-gridExtra Requires: R-parallel Requires: R-CRAN-pbapply Requires: R-CRAN-Rdpack Requires: R-CRAN-tidyr Requires: R-CRAN-fda Requires: R-CRAN-grplasso Requires: R-CRAN-rlang %description Screen for and analyze non-linear sparse direct effects in the presence of unobserved confounding using the spectral deconfounding techniques (Ćevid, Bühlmann, and Meinshausen (2020), Guo, Ćevid, and Bühlmann (2022) ). These methods have been shown to be a good estimate for the true direct effect if we observe many covariates, e.g., high-dimensional settings, and we have fairly dense confounding. Even if the assumptions are violated, it seems like there is not much to lose, and the deconfounded models will, in general, estimate a function closer to the true one than classical least squares optimization. 'SDModels' provides functions SDAM() for Spectrally Deconfounded Additive Models (Scheidegger, Guo, and Bühlmann (2025) ) and SDForest() for Spectrally Deconfounded Random Forests (Ulmer, Scheidegger, and Bühlmann (2025) ). %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}