Probabilistic Forecasting using Ensembles and Bayesian Model Averaging


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Documentation for package ‘ensembleBMA’ version 5.1.5

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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