This repository is associated with the paper Multivariate hierarchical analysis of car crashes data considering a spatial network lattice by Andrea Gilardi, Jorge Mateu, Riccardo Borgoni and Robin Lovelace.
The paper was published in the Journal of the Royal Statistical Society: Series A (Statistics in Society). It is available open access here. You can also check the preprint at the following link.
The R code used to estimate the statistical models detailed in the paper
and in the supplementary material is summarised in a series of scripts
which are stored in the folder called R. The corresponding data
objects are saved in the folder named data.
The models were trained using the following packages:
sessionInfo()## R version 3.6.3 (2020-02-29)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 18.04.5 LTS
##
## Matrix products: default
## BLAS: /usr/lib/x86_64-linux-gnu/openblas/libblas.so.3
## LAPACK: /usr/lib/x86_64-linux-gnu/libopenblasp-r0.2.20.so
##
## locale:
## [1] LC_CTYPE=en_GB.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_GB.UTF-8 LC_COLLATE=en_GB.UTF-8
## [5] LC_MONETARY=en_GB.UTF-8 LC_MESSAGES=en_GB.UTF-8
## [7] LC_PAPER=en_GB.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=en_GB.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] parallel stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] conflicted_1.0.4 dodgr_0.2.8.011 igraph_1.2.6 INLAMSM_0.2-2
## [5] spdep_1.1-8 spData_0.3.8 MCMCpack_1.5-0 MASS_7.3-53.1
## [9] coda_0.19-4 INLA_20.03.17 foreach_1.5.1 sp_1.4-5
## [13] Matrix_1.3-2 sf_0.9-8
##
## loaded via a namespace (and not attached):
## [1] httr_1.4.2 jsonlite_1.7.2 splines_3.6.3 gtools_3.8.2
## [5] RcppParallel_5.1.2 assertthat_0.2.1 expm_0.999-6 yaml_2.2.1
## [9] LearnBayes_2.15.1 pillar_1.6.0 lattice_0.20-41 quantreg_5.85
## [13] glue_1.4.2 digest_0.6.27 rvest_1.0.0 htmltools_0.5.1.1
## [17] conquer_1.0.2 pkgconfig_2.0.3 raster_3.4-10 SparseM_1.81
## [21] gmodels_2.18.1 purrr_0.3.4 osmdata_0.1.5 gdata_2.18.0
## [25] MatrixModels_0.5-0 tibble_3.1.1 proxy_0.4-25 generics_0.1.0
## [29] ellipsis_0.3.2 cachem_1.0.4 magrittr_2.0.1 crayon_1.4.1
## [33] deldir_0.2-10 mcmc_0.9-7 evaluate_0.14 fansi_0.4.2
## [37] nlme_3.1-152 xml2_1.3.2 class_7.3-18 tools_3.6.3
## [41] lifecycle_1.0.0 matrixStats_0.59.0 stringr_1.4.0 compiler_3.6.3
## [45] e1071_1.7-7 rlang_0.4.11 classInt_0.4-3 units_0.7-1
## [49] grid_3.6.3 iterators_1.0.13 rmarkdown_2.7 boot_1.3-27
## [53] codetools_0.2-18 DBI_1.1.1 curl_4.3.1 R6_2.5.0
## [57] lubridate_1.7.10 knitr_1.33 dplyr_1.0.5 fastmap_1.1.0
## [61] utf8_1.2.1 KernSmooth_2.23-18 stringi_1.5.3 Rcpp_1.0.6
## [65] vctrs_0.3.8 tidyselect_1.1.1 xfun_0.22