# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "SVEMnet" in publications use:' type: software license: - GPL-2.0-only - GPL-3.0-only title: 'SVEMnet: Self-Validated Ensemble Models with Elastic Net Regression' version: 1.3.0 identifiers: - type: doi value: 10.32614/CRAN.package.SVEMnet abstract: Implements Self-Validated Ensemble Models (SVEM, Lemkus et al. (2021) <https://doi.org/10.1016/j.chemolab.2021.104439>) using Elastic Net regression via 'glmnet' (Friedman et al. <https://doi.org/10.18637/jss.v033.i01>). SVEM averages predictions from multiple models fitted to fractionally weighted bootstraps of the data, tuned with anti-correlated validation weights. Also implements the randomized permutation whole model test for SVEM (Karl (2024) <https://doi.org/10.1016/j.chemolab.2024.105122>). \\Code for the whole model test was taken from the supplementary material of Karl (2024). Development of this package was assisted by 'GPT o1-preview' for code structure and documentation. authors: - family-names: Karl given-names: Andrew T. email: akarl@asu.edu orcid: https://orcid.org/0000-0002-5933-8706 preferred-citation: type: manual title: 'SVEMnet: Self-Validated Ensemble Models with Elastic Net Regression' authors: - family-names: Karl given-names: Andrew T. email: akarl@asu.edu orcid: https://orcid.org/0000-0002-5933-8706 year: '2024' notes: R package version 1.0.1 repository: https://CRAN.R-project.org/package=SVEMnet date-released: '2024-12-21' contact: - family-names: Karl given-names: Andrew T. email: akarl@asu.edu orcid: https://orcid.org/0000-0002-5933-8706 references: - type: article title: A randomized permutation whole-model test heuristic for Self-Validated Ensemble Models (SVEM) authors: - family-names: Karl given-names: Andrew T. journal: Chemometrics and Intelligent Laboratory Systems year: '2024' volume: '249' doi: 10.1016/j.chemolab.2024.105122 start: '105122' - type: article title: Self-validated ensemble models for design of experiments authors: - family-names: Lemkus given-names: Trent - family-names: Gotwalt given-names: Christopher - family-names: Ramsey given-names: Philip - family-names: Weese given-names: Maria L. journal: Chemometrics and Intelligent Laboratory Systems year: '2021' volume: '219' doi: 10.1016/j.chemolab.2021.104439 start: '104439' - type: article title: Regularization Paths for Generalized Linear Models via Coordinate Descent authors: - family-names: Friedman given-names: Jerome - family-names: Tibshirani given-names: Robert - family-names: Hastie given-names: Trevor journal: Journal of Statistical Software year: '2010' volume: '33' issue: '1' doi: 10.18637/jss.v033.i01 start: '1' end: '22'