Package: BayesRE 0.1.0

Prakash Kumar

BayesRE: Bayesian Multiple Linear Regression Estimation for Crop Yield

Implements Bayesian multiple linear regression models for estimating crop yield response to climatic variables. Posterior predictions and regional sensitivity coefficients are returned and can be visualised with built-in plotting utilities. Methods are based on Stan (Carpenter et al. (2017) <doi:10.18637/jss.v076.i01>) and Bayesian workflow described in Gelman et al. (2013, ISBN:9781439840955).

Authors:Prakash Kumar [aut, cre], Himadri Sekhar Roy [aut], Ranjit Kumar Paul [aut], Md. Yeasin [aut], Neeraj Budhlakoti [aut], Sunil Kumar Yadav [aut], Amrit Kumar Paul [aut]

BayesRE_0.1.0.tar.gz
BayesRE_0.1.0.zip(r-4.7-any)BayesRE_0.1.0.zip(r-4.6-any)
BayesRE_0.1.0.tar.gz(r-4.7-any)BayesRE_0.1.0.tar.gz(r-4.6-any)
BayesRE_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
BayesRE/json (API)

# Install 'BayesRE' in R:
install.packages('BayesRE', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 7 exports 59 dependencies

Last updated from:8f2047a92a. Checks:6 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK132
source / vignettesOK189
linux-releaseOK153
windows-develOK112
windows-releaseOK82
wasm-releaseOK128

Exports:compute_metricsfit_bayesreplot_diagnosticsplot_observed_vs_predictedplot_response_surfaceplot_response_surface_datapredict_bayesre

Dependencies:abindbackportsbayesplotBHcallrcheckmateclicpp11descdistributionaldplyrfarvergenericsggdistggplot2ggridgesgluegridExtragtableinlineisobandlabelinglifecycleloomagrittrmatrixStatsnumDerivotelpillarpkgbuildpkgconfigplyrposteriorprocessxpspurrrquadprogQuickJSRR6RColorBrewerRcppRcppEigenRcppParallelreshape2rlangrstanS7scalesStanHeadersstringistringrtensorAtibbletidyrtidyselectutf8vctrsviridisLitewithr

Readme and manuals

Help Manual

Help pageTopics
Example Rice Yield Datasetbayesre_example
Compute Model Metricscompute_metrics
Fit Bayesian Regression Modelfit_bayesre
Plot Diagnosticsplot_diagnostics
Plot Observed vs Predicted Yieldplot_observed_vs_predicted
Plot Yield Response Heatmapplot_response_surface
Plot Response Surface with Observationsplot_response_surface_data
Posterior Predictionspredict_bayesre