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ENMeval: Automated Tuning and Evaluations of Ecological Niche Models

Runs ecological niche models over all combinations of user-defined settings (i.e., tuning), performs cross validation to evaluate models, and returns data tables to aid in selection of optimal model settings that balance goodness-of-fit and model complexity. Also has functions to partition data spatially (or not) for cross validation, to plot multiple visualizations of results, to run null models to estimate significance and effect sizes of performance metrics, and to calculate niche overlap between model predictions, among others. The package was originally built for Maxent models (Phillips et al. 2006, Phillips et al. 2017), but the current version allows possible extensions for any modeling algorithm. The extensive vignette, which guides users through most package functionality but unfortunately has a file size too big for CRAN, can be found here on the package's Github Pages website: <https://jamiemkass.github.io/ENMeval/articles/ENMeval-2.0-vignette.html>.

Version: 2.0.4
Depends: methods, R (≥ 3.5.0), magrittr
Imports: raster, dismo, doSNOW, doParallel, parallel, foreach, utils, stats, grDevices, maxnet, dplyr, tidyr, ggplot2, glmnet, rangeModelMetadata, rlang
Suggests: rmarkdown, graphics, testthat, knitr, rJava (≥ 0.5-0), spocc, RColorBrewer, rasterVis, sp, sf, blockCV, devtools, tibble, latticeExtra, ecospat
Published: 2023-01-09
DOI: 10.32614/CRAN.package.ENMeval
Author: Jamie M. Kass [aut, cre], Robert Muscarella [aut], Peter J. Galante [aut], Corentin Bohl [aut], Gonzalo E. Buitrago-Pinilla [aut], Robert A. Boria [aut], Mariano Soley-Guardia [aut], Robert P. Anderson [aut]
Maintainer: Jamie M. Kass <jamie.m.kass at gmail.com>
License: GPL-2 | GPL-3 [expanded from: GPL]
URL: https://jamiemkass.github.io/ENMeval/
NeedsCompilation: no
Citation: ENMeval citation info
Materials: README NEWS
CRAN checks: ENMeval results

Documentation:

Reference manual: ENMeval.pdf

Downloads:

Package source: ENMeval_2.0.4.tar.gz
Windows binaries: r-devel: ENMeval_2.0.4.zip, r-release: ENMeval_2.0.4.zip, r-oldrel: ENMeval_2.0.4.zip
macOS binaries: r-release (arm64): ENMeval_2.0.4.tgz, r-oldrel (arm64): ENMeval_2.0.4.tgz, r-release (x86_64): ENMeval_2.0.4.tgz, r-oldrel (x86_64): ENMeval_2.0.4.tgz
Old sources: ENMeval archive

Reverse dependencies:

Reverse imports: ENMTools, wallace
Reverse suggests: BiodiversityR, biomod2

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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