Probabilistic Forecasting using Ensembles and Bayesian Model Averaging

Documentation for package ‘ensembleBMA’ version 5.1.8

Help Pages

-- 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