Please cite Karl (2026) as the primary reference for SVEMnet's core workflow and the package manual to identify the software version used. Additional method references are provided below as appropriate.

Karl A (2026). “SVEMnet: An R package for self-validated elastic-net ensembles and multi-response optimization in small-sample mixture-process experiments.” Chemometrics and Intelligent Laboratory Systems, 271, 105660. doi:10.1016/j.chemolab.2026.105660.

Karl A (2026). SVEMnet: Self-Validated Ensemble Models with Lasso and Relaxed Elastic Net Regression. R package version 3.6.0.

Karl A (2024). “A randomized permutation whole-model test heuristic for Self-Validated Ensemble Models (SVEM).” Chemometrics and Intelligent Laboratory Systems, 249, 105122. doi:10.1016/j.chemolab.2024.105122.

Lemkus T, Gotwalt C, Ramsey P, Weese M (2021). “Self-validated ensemble models for design of experiments.” Chemometrics and Intelligent Laboratory Systems, 219, 104439. doi:10.1016/j.chemolab.2021.104439.

Friedman J, Tibshirani R, Hastie T (2010). “Regularization Paths for Generalized Linear Models via Coordinate Descent.” Journal of Statistical Software, 33(1), 1–22. doi:10.18637/jss.v033.i01.

Corresponding BibTeX entries:

  @Article{,
    title = {SVEMnet: An R package for self-validated elastic-net
      ensembles and multi-response optimization in small-sample
      mixture-process experiments},
    author = {Andrew T. Karl},
    journal = {Chemometrics and Intelligent Laboratory Systems},
    year = {2026},
    volume = {271},
    pages = {105660},
    doi = {10.1016/j.chemolab.2026.105660},
  }

  @Manual{,
    title = {SVEMnet: Self-Validated Ensemble Models with Lasso and
      Relaxed Elastic Net Regression},
    author = {Andrew T. Karl},
    year = {2026},
    note = {R package version 3.6.0},
  }

  @Article{,
    title = {A randomized permutation whole-model test heuristic for
      Self-Validated Ensemble Models (SVEM)},
    author = {Andrew T. Karl},
    journal = {Chemometrics and Intelligent Laboratory Systems},
    year = {2024},
    volume = {249},
    pages = {105122},
    doi = {10.1016/j.chemolab.2024.105122},
    keywords = {Formulation optimization Joint optimization Mixture
      experiment Multiple response experiment SVEM},
  }

  @Article{,
    title = {Self-validated ensemble models for design of experiments},
    author = {Trent Lemkus and Christopher Gotwalt and Philip Ramsey
      and Maria L. Weese},
    journal = {Chemometrics and Intelligent Laboratory Systems},
    year = {2021},
    volume = {219},
    pages = {104439},
    doi = {10.1016/j.chemolab.2021.104439},
    keywords = {Box-Behnken designs Definitive screening designs
      Forward selection Fractional weighted bootstrap Lasso},
  }

  @Article{,
    title = {Regularization Paths for Generalized Linear Models via
      Coordinate Descent},
    author = {Jerome Friedman and Robert Tibshirani and Trevor Hastie},
    journal = {Journal of Statistical Software},
    year = {2010},
    volume = {33},
    number = {1},
    pages = {1--22},
    doi = {10.18637/jss.v033.i01},
  }