# --------------------------------------------
# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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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: 1.0.3
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://akarl46556.r-universe.dev
commit: 5ab0b39c4e06bb4e2c578af13fd1680f46f7136f
date-released: '2024-11-18'
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'