To cite 'bigDM' package:

Adin, A., Orozco-Acosta, E., and Ugarte, M.D. (2025). bigDM: Scalable Bayesian Disease Mapping Models for High-Dimensional Data. R package version 0.5.6 https://github.com/spatialstatisticsupna/bigDM.

To cite the scalable Bayesian models implemented in the function CAR_INLA:

Orozco-Acosta, E., Adin, A., and Ugarte, M.D. (2021). Scalable Bayesian modeling for smoothing disease mapping risks in large spatial data sets using INLA. Spatial Statistics, 41, 100496. https://doi.org/10.1016/j.spasta.2021.100496

To cite the scalable Bayesian models implemented in the function STCAR_INLA:

Orozco-Acosta, E., Adin, A., and Ugarte, M.D. (2023). Big problems in spatio-temporal disease mapping: methods and software. Computer Methods and Programs in Biomedicine, 231, 107403. https://doi.org/10.1016/j.cmpb.2023.107403

To cite the scalable multivariate spatial Bayesian models implemented in the function MCAR_INLA:

Vicente, G., Adin, A., Goicoa, T., and Ugarte, M.D. (2023). High-dimensional order-free multivariate spatial disease mapping. Statistics and Computing, 33(5), 104. https://doi.org/10.1007/s11222-023-10263-x

Corresponding BibTeX entries:

  @Manual{,
    title = {{bigDM: Scalable Bayesian Disease Mapping Models for
      High-Dimensional Data}},
    author = {A Adin and E Orozco-Acosta and M D Ugarte},
    year = {2025},
    note = {R package version 0.5.7},
    url = {https://github.com/spatialstatisticsupna/bigDM},
  }

  @Article{,
    title = {Scalable Bayesian modeling for smoothing disease mapping
      risks in large spatial data sets using INLA},
    author = {E Orozco-Acosta and A Adin and M D Ugarte},
    year = {2021},
    journal = {Spatial Statistics},
    doi = {10.1016/j.spasta.2021.100496},
    volume = {41},
    pages = {100496},
  }

  @Article{,
    title = {Big problems in spatio-temporal disease mapping: methods
      and software},
    author = {E Orozco-Acosta and A Adin and M D Ugarte},
    year = {2023},
    journal = {Computer Methods and Programs in Biomedicine},
    doi = {10.1016/j.cmpb.2023.107403},
    volume = {231},
    pages = {107403},
  }

  @Article{,
    title = {High-dimensional order-free multivariate spatial disease
      mapping},
    author = {G Vicente and A Adin and T Goicoa and M D Ugarte},
    year = {2023},
    journal = {Statistics and Computing},
    doi = {10.1007/s11222-023-10263-x},
    volume = {33},
    number = {5},
    pages = {104},
  }