spareg: Sparse Projected Averaged Regression

A flexible framework combining variable screening and random projection techniques for fitting ensembles of predictive generalized linear models to high-dimensional data. Designed for extensibility, the package implements key techniques as S3 classes with user-friendly constructors, enabling easy integration and development of new procedures for high-dimensional applications. For more details see Parzer et al (2024a) <doi:10.48550/arXiv.2312.00130> and Parzer et al (2024b) <doi:10.48550/arXiv.2410.00971>.

Package details

AuthorLaura Vana-Gür [aut, cre] (ORCID: <https://orcid.org/0000-0002-9613-7604>), Roman Parzer [aut] (ORCID: <https://orcid.org/0000-0003-0893-3190>), Peter Filzmoser [aut] (ORCID: <https://orcid.org/0000-0002-8014-4682>)
MaintainerLaura Vana-Gür <laura.vana.guer@tuwien.ac.at>
LicenseGPL-3
Version1.1.0
URL https://github.com/lauravana/spareg
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("spareg")

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spareg documentation built on Aug. 8, 2025, 6:46 p.m.