Provides a full pipeline from regularized or standard regression models (elastic net, linear models, generalized linear models, random forests) to informed Bayesian priors, three-way forecast uncertainty decomposition (parameter / environmental / residual), and forecast shelf life analysis (the quantification of when a forecast becomes uninformative). Designed for ecological and genomic forecasting with climate or environmental covariates. Methods build on Bürkner (2017) <doi:10.18637/jss.v080.i01> for Bayesian regression via 'Stan', Friedman, Hastie, and Tibshirani (2010) <doi:10.18637/jss.v033.i01> for elastic net regularization, Wright and Ziegler (2017) <doi:10.18637/jss.v077.i01> for random forests, and Vehtari, Gelman, and Gabry (2017) <doi:10.1007/s11222-016-9696-4> for leave-one-out cross-validation.
| Version: | 1.0.2 |
| Depends: | R (≥ 4.1.0) |
| Imports: | brms (≥ 2.20.0), ggplot2 (≥ 3.4.0), rlang (≥ 1.1.0), stats, utils |
| Suggests: | loo (≥ 2.6.0), bayesplot (≥ 1.10.0), scales (≥ 1.3.0), tidyr (≥ 1.3.0), glmnet (≥ 4.1.0), ranger (≥ 0.15.0), dplyr (≥ 1.1.0), testthat (≥ 3.0.0), knitr, rmarkdown, covr |
| Published: | 2026-05-04 |
| DOI: | 10.32614/CRAN.package.ErrorTracer |
| Author: | Luis Javier Madrigal-Roca [aut, cre], John Kelly [aut] |
| Maintainer: | Luis Javier Madrigal-Roca <madrigalrocalj at yahoo.com> |
| License: | MIT + file LICENSE |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | ErrorTracer results |
| Reference manual: | ErrorTracer.html , ErrorTracer.pdf |
| Vignettes: |
Getting Started with ErrorTracer (source, R code) |
| Package source: | ErrorTracer_1.0.2.tar.gz |
| Windows binaries: | r-devel: ErrorTracer_1.0.2.zip, r-release: ErrorTracer_1.0.2.zip, r-oldrel: ErrorTracer_1.0.2.zip |
| macOS binaries: | r-release (arm64): ErrorTracer_1.0.2.tgz, r-oldrel (arm64): ErrorTracer_1.0.2.tgz, r-release (x86_64): ErrorTracer_1.0.2.tgz, r-oldrel (x86_64): ErrorTracer_1.0.2.tgz |
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