To cite magp, please cite the software: The statistical methodology is described in:

Wang T, Xiao Q (2026). magp: Mapping-Based Additive Gaussian Process Models. doi:10.32614/CRAN.package.magp. R package version 0.12.0, https://CRAN.R-project.org/package=magp.

Xiao Q, Wang Y, Mandal A, Deng X (2024). “Modeling and Active Learning for Experiments with Quantitative-Sequence Factors.” Journal of the American Statistical Association, 119(545), 407–421. doi:10.1080/01621459.2022.2123335.

Corresponding BibTeX entries:

  @Manual{,
    title = {magp: Mapping-Based Additive Gaussian Process Models},
    author = {Tony Wang and Qian Xiao},
    year = {2026},
    note = {R package version 0.12.0},
    doi = {10.32614/CRAN.package.magp},
    url = {https://CRAN.R-project.org/package=magp},
  }

  @Article{,
    title = {Modeling and Active Learning for Experiments with
      Quantitative-Sequence Factors},
    author = {Qian Xiao and Yaping Wang and Abhyuday Mandal and Xinwei
      Deng},
    journal = {Journal of the American Statistical Association},
    year = {2024},
    volume = {119},
    number = {545},
    pages = {407--421},
    doi = {10.1080/01621459.2022.2123335},
  }