To cite 'bigDM' package:
Adin A, Orozco-Acosta E, Ugarte M (2025).bigDM: Scalable Bayesian Disease Mapping Models for High-Dimensional Data.R package version 0.5.7,https://github.com/spatialstatisticsupna/bigDM.
To cite the scalable Bayesian models implemented in the function CAR_INLA:
Orozco-Acosta E, Adin A, Ugarte M (2021).“Scalable Bayesian modeling for smoothing disease mapping risks in large spatial data sets using INLA.”Spatial Statistics,41, 100496.doi:10.1016/j.spasta.2021.100496.
To cite the scalable Bayesian models implemented in the function STCAR_INLA:
Orozco-Acosta E, Adin A, Ugarte M (2023).“Big problems in spatio-temporal disease mapping: methods and software.”Computer Methods and Programs in Biomedicine,231, 107403.doi: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, Ugarte M (2023).“High-dimensional order-free multivariate spatial disease mapping.”Statistics and Computing,33(5), 104.doi: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}, }