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sjSDM
View on CRAN: Click
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Download and install sjSDM package within the R console
Install from CRAN:
install.packages("sjSDM")
Install from Github:
library("remotes")
install_github("cran/sjSDM")
Install by package version:
library("remotes")
install_version("sjSDM", "1.0.6")
Attach the package and use:
library("sjSDM")
Maintained by
Maximilian Pichler
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-01-10
Latest Update: 2023-06-17
Description:
A scalable method to estimate joint Species Distribution Models (jSDMs) for big community datasets based on a Monte Carlo approximation of the joint likelihood.The numerical approximation is based on 'PyTorch' and 'reticulate', and can be run on CPUs and GPUs alike. The method is described in Pichler & Hartig (2021) <doi:10.1111/2041-210X.13687>. The package contains various extensions, including support for different response families, ability to account for spatial autocorrelation, and deep neural networks instead of the linear predictor in jSDMs.
How to cite:
Maximilian Pichler (2022). sjSDM: Scalable Joint Species Distribution Modeling. R package version 1.0.6, https://cran.r-project.org/web/packages/sjSDM. Accessed 02 Feb. 2025.
Previous versions and publish date:
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Complete documentation for sjSDM
Functions, R codes and Examples using
the sjSDM R package
Some associated functions: AccSGD . AdaBound . Adamax . DNN . DiffGrad . RMSprop . Rsquared . SGD . anova.sjSDM . bioticStruct . checkModel . check_module . coef.sjSDM . generateSpatialEV . getCor . getCov . getImportance . getSe . getWeights . importance . install_diagnostic . install_sjSDM . installation_help . is_torch_available . linear . logLik.sjSDM . madgrad . new_image . plot.sjSDM.DNN . plot.sjSDM . plot.sjSDM_cv . plot.sjSDManova . plot.sjSDMimportance . plotInternalStructure . plotsjSDMcoef . predict.sjSDM . print.DNN . print.bioticStruct . print.linear . print.sjSDM . print.sjSDM_cv . print.sjSDManova . print.sjSDMimportance . setWeights . simulate.sjSDM . simulate_SDM . sjSDM . sjSDMControl . sjSDM_cv . summary.sjSDM . summary.sjSDM_cv . update.sjSDM .
Some associated R codes: Rsquared.R . anova.R . importance.R . install.R . installation_help.R . methods.R . plot.R . simulation.R . sjSDM.R . sjSDM_configs.R . sjSDM_cv.R . utils.R . zzz.R . Full sjSDM package functions and examples
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