MADMMplasso: Multi Variate Multi Response ADMM with Interaction Effects

This system allows one to model a multi-variate, multi-response problem with interaction effects. It combines the usual squared error loss for the multi-response problem with some penalty terms to encourage responses that correlate to form groups and also allow for modeling main and interaction effects that exit within the covariates. The optimization method employed is the Alternating Direction Method of Multipliers (ADMM). The implementation is based on the methodology presented on Quachie Asenso, T., & Zucknick, M. (2023) <doi:10.48550/arXiv.2303.11155>.

Getting started

Package details

AuthorTheophilus Quachie Asenso [aut], Manuela Zucknick [aut], Waldir Leoncio [aut, cre] (<https://orcid.org/0000-0002-6719-6162>), Chi Zhang [aut]
MaintainerWaldir Leoncio <w.l.netto@medisin.uio.no>
LicenseGPL-3
Version1.0.0
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("MADMMplasso")

Try the MADMMplasso package in your browser

Any scripts or data that you put into this service are public.

MADMMplasso documentation built on April 3, 2025, 10:53 p.m.