Package: ensembleBMA 5.1.8
Chris Fraley
ensembleBMA: Probabilistic Forecasting using Ensembles and Bayesian Model Averaging
Bayesian Model Averaging to create probabilistic forecasts from ensemble forecasts and weather observations <https://stat.uw.edu/sites/default/files/files/reports/2007/tr516.pdf>.
Authors:
ensembleBMA_5.1.8.tar.gz
ensembleBMA_5.1.8.tar.gz(r-4.5-noble)ensembleBMA_5.1.8.tar.gz(r-4.4-noble)
ensembleBMA_5.1.8.tgz(r-4.4-emscripten)ensembleBMA_5.1.8.tgz(r-4.3-emscripten)
ensembleBMA.pdf |ensembleBMA.html✨
ensembleBMA/json (API)
| # Install 'ensembleBMA' in R: |
| install.packages('ensembleBMA', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
- ensBMAtest - Ensemble BMA Test Data Set
- prcpDJdata - Precipitation Data
- prcpFit - BMA Model Fit to Precipitation Data
- prcpGrid - Gridded Ensemble Forecasts of Precipitation
- prcpTestFit - Ensemble BMA Test Data Set
- srft - Surface Temperature Ensemble Forecasts and Observations
- srftGrid - Gridded Surface Temperature Ensemble Forecasts
- tempTestFit - Ensemble BMA Test Data Set
- winsTestFit - Ensemble BMA Test Data Set
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 2 years agofrom:2bbb7ed69a. Checks:OK: 2. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 23 2024 |
| R-4.5-linux | OK | Nov 23 2024 |
Exports:brierScorebrierScore.ensembleBMAgammabrierScore.ensembleBMAgamma0brierScore.ensembleBMAnormalbrierScore.fitBMAgammabrierScore.fitBMAgamma0brierScore.fitBMAnormalcdfcdf.ensembleBMAgammacdf.ensembleBMAgamma0cdf.ensembleBMAnormalcdf.fitBMAgammacdf.fitBMAgamma0cdf.fitBMAnormalcombinecombine.ensembleBMAgammacombine.ensembleBMAgamma0combine.ensembleBMAnormalcontrolBMAgammacontrolBMAgamma0controlBMAnormalcrpsCRPSCRPS.defaultcrps.ensembleBMAgammacrps.ensembleBMAgamma0crps.ensembleBMAnormalcrps.fitBMAgammacrps.fitBMAgamma0crps.fitBMAnormaldataNAdataNA.ensembleDatadataNobsdataNobs.ensembleDatadataObsLabelsdataObsLabels.ensembleDatadataStartupSpeeddataStartupSpeed.ensembleDatadataVerifObsdataVerifObs.ensembleDatadateCheckensembleBMAensembleBMAgammaensembleBMAgamma0ensembleBMAnormalensembleDataensembleFhourensembleFhour.ensembleDataensembleForecastsensembleForecasts.ensembleDataensembleGroupsensembleGroups.ensembleDataensembleItimeensembleItime.ensembleDataensembleMembersensembleMembers.ensembleDataensembleSizeensembleSize.ensembleDataensembleValidDatesensembleValidDates.ensembleDatafitBMAfitBMAgammafitBMAgamma0fitBMAnormaljulTOymdhMAEMAE.defaultmodelParametersmodelParameters.ensembleBMAgammamodelParameters.ensembleBMAgamma0modelParameters.ensembleBMAnormalmodelParameters.fitBMAgammamodelParameters.fitBMAgamma0modelParameters.fitBMAnormalpitpit.ensembleBMAgammapit.ensembleBMAgamma0pit.ensembleBMAnormalpit.fitBMAgammapit.fitBMAgamma0pit.fitBMAnormalpitHistplotProbcastquantileForecastquantileForecast.ensembleBMAgammaquantileForecast.ensembleBMAgamma0quantileForecast.ensembleBMAnormalquantileForecast.fitBMAgammaquantileForecast.fitBMAgamma0quantileForecast.fitBMAnormaltrainingDataverifPlotverifRankHistymdhTOjul
Dependencies:chron
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Brier Scores | brierScore brierScore.ensembleBMAgamma brierScore.ensembleBMAgamma0 brierScore.ensembleBMAnormal brierScore.fitBMAgamma brierScore.fitBMAgamma0 brierScore.fitBMAnormal |
| Cummulative Distribution Function for ensemble forcasting models | cdf cdf.ensembleBMAgamma cdf.ensembleBMAgamma0 cdf.ensembleBMAnormal cdf.fitBMAgamma cdf.fitBMAgamma0 cdf.fitBMAnormal cdfBMAgamma cdfBMAgamma0 cdfBMAnormal |
| Combine Compatible BMA Models | combine combine.ensembleBMAgamma combine.ensembleBMAgamma0 combine.ensembleBMAnormal combineCORE |
| Control parameters for BMA wind speed modeling | controlBMAgamma |
| Control parameters for BMA precipitation modeling | controlBMAgamma0 |
| Control parameters for BMA mixtures of normals | controlBMAnormal |
| Continuous Ranked Probability Score | CRPS crps CRPS.default crps.ensembleBMAbvnormal crps.ensembleBMAgamma crps.ensembleBMAgamma0 crps.ensembleBMAnormal crps.fitBMAbvnormal crps.fitBMAgamma crps.fitBMAgamma0 crps.fitBMAnormal |
| Checks date format. | dateCheck getHH |
| Ensemble BMA Test Data Set | ensBMAtest prcpTestFit tempTestFit winsTestFit |
| BMA mixture model fit | ensembleBMA getDates getExchangeable match2side matchDates matchEnsembleMembers matchEnsembleMembers.ensembleBMAgamma matchEnsembleMembers.ensembleBMAgamma0 matchEnsembleMembers.ensembleBMAnormal matchEnsembleMembers.fitBMAgamma matchEnsembleMembers.fitBMAgamma0 matchEnsembleMembers.fitBMAnormal modelDates modelDates.default modelMembers modelMembers.default |
| BMA wind speed modeling | ensembleBMAgamma [.ensembleBMAgamma |
| BMA precipitation modeling | ensembleBMAgamma0 [.ensembleBMAgamma0 |
| BMA mixture of normals modeling | crpsNormal ensembleBMAnormal [.ensembleBMAnormal |
| Create an ensembleData object | dataNA dataNA.ensembleData dataNobs dataNobs.ensembleData dataObsLabels dataObsLabels.ensembleData dataStartupSpeed dataStartupSpeed.ensembleData dataVerifObs dataVerifObs.ensembleData ensembleData ensembleFhour ensembleFhour.ensembleData ensembleForecasts ensembleForecasts.ensembleData ensembleGroups ensembleGroups.ensembleData ensembleItime ensembleItime.ensembleData ensembleMembers ensembleMembers.ensembleData ensembleSize ensembleSize.ensembleData ensembleValidDates ensembleValidDates.ensembleData matchEnsembleMembers.default matchITandFH matchITandFH.default startupSpeed startupSpeed.ensembleData [.ensembleData |
| BMA model fit to a training set | fitBMA |
| BMA wind speed model fit to a training set | fitBMAgamma inverseLogit |
| BMA precipitation model fit to a training set | fitBMAgamma0 |
| BMA mixture of normals fit to a training set | fitBMAnormal |
| Convert Julian dates to character format. | julTOymdh |
| Mean Absolute Error | MAE MAE.default |
| Extract model parameters | modelParameters modelParameters.ensembleBMAgamma modelParameters.ensembleBMAgamma0 modelParameters.ensembleBMAnormal modelParameters.fitBMAgamma modelParameters.fitBMAgamma0 modelParameters.fitBMAnormal |
| Probability Integral Transform for ensemble forcasting models | pit pit.ensembleBMAgamma pit.ensembleBMAgamma0 pit.ensembleBMAnormal pit.fitBMAgamma pit.fitBMAgamma0 pit.fitBMAnormal |
| PIT Histogram | pitHist |
| Plot the Predictive Distribution Function for ensemble forcasting models | plot.ensembleBMA plot.ensembleBMAgamma plot.ensembleBMAgamma0 plot.ensembleBMAnormal plot.fitBMA plot.fitBMAgamma plot.fitBMAgamma0 plot.fitBMAnormal plotBMAgamma plotBMAgamma0 plotBMAnormal |
| Surface plots for forecast information. | binGrid plotProbcast |
| Precipitation Data | prcpDJdata |
| BMA Model Fit to Precipitation Data | prcpFit |
| Gridded Ensemble Forecasts of Precipitation | prcpGrid |
| Quantile forecasts at observation locations | quantBMAgamma quantBMAgamma0 quantBMAnormal quantileForecast quantileForecast.ensembleBMAbvnormal quantileForecast.ensembleBMAgamma quantileForecast.ensembleBMAgamma0 quantileForecast.ensembleBMAnormal quantileForecast.fitBMAbvnormal quantileForecast.fitBMAgamma quantileForecast.fitBMAgamma0 quantileForecast.fitBMAnormal |
| Surface Temperature Ensemble Forecasts and Observations | srft |
| Gridded Surface Temperature Ensemble Forecasts | srftGrid |
| Extract Training Data | trainingData |
| Plot observations along with median, 10th and 90th percentile forecasts. | verifPlot |
| Verification Rank and Histogram | verifRankHist |
| Convert to Julian dates. | ymdhTOjul |