R: Probabilistic Forecasting using Ensembles and Bayesian Model Averaging

# Probabilistic Forecasting using Ensembles and Bayesian Model Averaging

## Documentation for package ‘ensembleBMA’ version 5.1.8

- DESCRIPTION file.
- User guides, package vignettes and other documentation.

## Help Pages

B C D E F G I J M P Q S T V W Y misc

## -- B --

binGrid | Surface plots for forecast information.
brierScore | Brier Scores
brierScore.ensembleBMAgamma | Brier Scores
brierScore.ensembleBMAgamma0 | Brier Scores
brierScore.ensembleBMAnormal | Brier Scores
brierScore.fitBMAgamma | Brier Scores
brierScore.fitBMAgamma0 | Brier Scores
brierScore.fitBMAnormal | Brier Scores

## -- C --

cdf | Cummulative Distribution Function for ensemble forcasting models
cdf.ensembleBMAgamma | Cummulative Distribution Function for ensemble forcasting models
cdf.ensembleBMAgamma0 | Cummulative Distribution Function for ensemble forcasting models
cdf.ensembleBMAnormal | Cummulative Distribution Function for ensemble forcasting models
cdf.fitBMAgamma | Cummulative Distribution Function for ensemble forcasting models
cdf.fitBMAgamma0 | Cummulative Distribution Function for ensemble forcasting models
cdf.fitBMAnormal | Cummulative Distribution Function for ensemble forcasting models
cdfBMAgamma | Cummulative Distribution Function for ensemble forcasting models
cdfBMAgamma0 | Cummulative Distribution Function for ensemble forcasting models
cdfBMAnormal | Cummulative Distribution Function for ensemble forcasting models
combine | Combine Compatible BMA Models
combine.ensembleBMAgamma | Combine Compatible BMA Models
combine.ensembleBMAgamma0 | Combine Compatible BMA Models
combine.ensembleBMAnormal | Combine Compatible BMA Models
combineCORE | Combine Compatible BMA Models
controlBMAgamma | Control parameters for BMA wind speed modeling
controlBMAgamma0 | Control parameters for BMA precipitation modeling
controlBMAnormal | Control parameters for BMA mixtures of normals
CRPS | Continuous Ranked Probability Score
crps | Continuous Ranked Probability Score
CRPS.default | Continuous Ranked Probability Score
crps.ensembleBMAbvnormal | Continuous Ranked Probability Score
crps.ensembleBMAgamma | Continuous Ranked Probability Score
crps.ensembleBMAgamma0 | Continuous Ranked Probability Score
crps.ensembleBMAnormal | Continuous Ranked Probability Score
crps.fitBMAbvnormal | Continuous Ranked Probability Score
crps.fitBMAgamma | Continuous Ranked Probability Score
crps.fitBMAgamma0 | Continuous Ranked Probability Score
crps.fitBMAnormal | Continuous Ranked Probability Score
crpsNormal | BMA mixture of normals modeling

## -- D --

dataNA | Create an ensembleData object
dataNA.ensembleData | Create an ensembleData object
dataNobs | Create an ensembleData object
dataNobs.ensembleData | Create an ensembleData object
dataObsLabels | Create an ensembleData object
dataObsLabels.ensembleData | Create an ensembleData object
dataStartupSpeed | Create an ensembleData object
dataStartupSpeed.ensembleData | Create an ensembleData object
dataVerifObs | Create an ensembleData object
dataVerifObs.ensembleData | Create an ensembleData object
dateCheck | Checks date format.

## -- E --

ensBMAtest | Ensemble BMA Test Data Set
ensembleBMA | BMA mixture model fit
ensembleBMAgamma | BMA wind speed modeling
ensembleBMAgamma0 | BMA precipitation modeling
ensembleBMAnormal | BMA mixture of normals modeling
ensembleData | Create an ensembleData object
ensembleFhour | Create an ensembleData object
ensembleFhour.ensembleData | Create an ensembleData object
ensembleForecasts | Create an ensembleData object
ensembleForecasts.ensembleData | Create an ensembleData object
ensembleGroups | Create an ensembleData object
ensembleGroups.ensembleData | Create an ensembleData object
ensembleItime | Create an ensembleData object
ensembleItime.ensembleData | Create an ensembleData object
ensembleMembers | Create an ensembleData object
ensembleMembers.ensembleData | Create an ensembleData object
ensembleSize | Create an ensembleData object
ensembleSize.ensembleData | Create an ensembleData object
ensembleValidDates | Create an ensembleData object
ensembleValidDates.ensembleData | Create an ensembleData object

## -- F --

fitBMA | BMA model fit to a training set
fitBMAgamma | BMA wind speed model fit to a training set
fitBMAgamma0 | BMA precipitation model fit to a training set
fitBMAnormal | BMA mixture of normals fit to a training set

## -- G --

getDates | BMA mixture model fit
getExchangeable | BMA mixture model fit
getHH | Checks date format.

## -- I --

inverseLogit | BMA wind speed model fit to a training set

## -- J --

julTOymdh | Convert Julian dates to character format.

## -- M --

MAE | Mean Absolute Error
MAE.default | Mean Absolute Error
match2side | BMA mixture model fit
matchDates | BMA mixture model fit
matchEnsembleMembers | BMA mixture model fit
matchEnsembleMembers.default | Create an ensembleData object
matchEnsembleMembers.ensembleBMAgamma | BMA mixture model fit
matchEnsembleMembers.ensembleBMAgamma0 | BMA mixture model fit
matchEnsembleMembers.ensembleBMAnormal | BMA mixture model fit
matchEnsembleMembers.fitBMAgamma | BMA mixture model fit
matchEnsembleMembers.fitBMAgamma0 | BMA mixture model fit
matchEnsembleMembers.fitBMAnormal | BMA mixture model fit
matchITandFH | Create an ensembleData object
matchITandFH.default | Create an ensembleData object
modelDates | BMA mixture model fit
modelDates.default | BMA mixture model fit
modelMembers | BMA mixture model fit
modelMembers.default | BMA mixture model fit
modelParameters | Extract model parameters
modelParameters.ensembleBMAgamma | Extract model parameters
modelParameters.ensembleBMAgamma0 | Extract model parameters
modelParameters.ensembleBMAnormal | Extract model parameters
modelParameters.fitBMAgamma | Extract model parameters
modelParameters.fitBMAgamma0 | Extract model parameters
modelParameters.fitBMAnormal | Extract model parameters

## -- P --

pit | Probability Integral Transform for ensemble forcasting models
pit.ensembleBMAgamma | Probability Integral Transform for ensemble forcasting models
pit.ensembleBMAgamma0 | Probability Integral Transform for ensemble forcasting models
pit.ensembleBMAnormal | Probability Integral Transform for ensemble forcasting models
pit.fitBMAgamma | Probability Integral Transform for ensemble forcasting models
pit.fitBMAgamma0 | Probability Integral Transform for ensemble forcasting models
pit.fitBMAnormal | Probability Integral Transform for ensemble forcasting models
pitHist | PIT Histogram
plot.ensembleBMA | Plot the Predictive Distribution Function for ensemble forcasting models
plot.ensembleBMAgamma | Plot the Predictive Distribution Function for ensemble forcasting models
plot.ensembleBMAgamma0 | Plot the Predictive Distribution Function for ensemble forcasting models
plot.ensembleBMAnormal | Plot the Predictive Distribution Function for ensemble forcasting models
plot.fitBMA | Plot the Predictive Distribution Function for ensemble forcasting models
plot.fitBMAgamma | Plot the Predictive Distribution Function for ensemble forcasting models
plot.fitBMAgamma0 | Plot the Predictive Distribution Function for ensemble forcasting models
plot.fitBMAnormal | Plot the Predictive Distribution Function for ensemble forcasting models
plotBMAgamma | Plot the Predictive Distribution Function for ensemble forcasting models
plotBMAgamma0 | Plot the Predictive Distribution Function for ensemble forcasting models
plotBMAnormal | Plot the Predictive Distribution Function for ensemble forcasting models
plotProbcast | Surface plots for forecast information.
prcpDJdata | Precipitation Data
prcpFit | BMA Model Fit to Precipitation Data
prcpGrid | Gridded Ensemble Forecasts of Precipitation
prcpTestFit | Ensemble BMA Test Data Set

## -- Q --

quantBMAgamma | Quantile forecasts at observation locations
quantBMAgamma0 | Quantile forecasts at observation locations
quantBMAnormal | Quantile forecasts at observation locations
quantileForecast | Quantile forecasts at observation locations
quantileForecast.ensembleBMAbvnormal | Quantile forecasts at observation locations
quantileForecast.ensembleBMAgamma | Quantile forecasts at observation locations
quantileForecast.ensembleBMAgamma0 | Quantile forecasts at observation locations
quantileForecast.ensembleBMAnormal | Quantile forecasts at observation locations
quantileForecast.fitBMAbvnormal | Quantile forecasts at observation locations
quantileForecast.fitBMAgamma | Quantile forecasts at observation locations
quantileForecast.fitBMAgamma0 | Quantile forecasts at observation locations
quantileForecast.fitBMAnormal | Quantile forecasts at observation locations

## -- S --

srft | Surface Temperature Ensemble Forecasts and Observations
srftGrid | Gridded Surface Temperature Ensemble Forecasts
startupSpeed | Create an ensembleData object
startupSpeed.ensembleData | Create an ensembleData object

## -- T --

tempTestFit | Ensemble BMA Test Data Set
trainingData | Extract Training Data

## -- V --

verifPlot | Plot observations along with median, 10th and 90th percentile forecasts.
verifRankHist | Verification Rank and Histogram

## -- W --

winsTestFit | Ensemble BMA Test Data Set

## -- Y --

ymdhTOjul | Convert to Julian dates.

## -- misc --

[.ensembleBMAgamma | BMA wind speed modeling
[.ensembleBMAgamma0 | BMA precipitation modeling
[.ensembleBMAnormal | BMA mixture of normals modeling
[.ensembleData | Create an ensembleData object