Probabilistic Forecasting using Ensembles and Bayesian Model Averaging

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Documentation for package ‘ensembleBMA’ version 4.4

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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
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 --

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
ensembleMemberLabels Create an ensembleData object
ensembleMemberLabels.ensembleData Create an ensembleData object
ensembleNobs Create an ensembleData object
ensembleNobs.ensembleData Create an ensembleData object
ensembleObsLabels Create an ensembleData object
ensembleObsLabels.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
ensembleVerifObs Create an ensembleData object
ensembleVerifObs.ensembleData Create an ensembleData object

-- F --

fitBMA BMA model fit to a training set
fitBMAgamma BMA precipitation 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 --

getExchangeable BMA mixture model fit
getHH Checks date format.

-- I --

inverseLogit BMA precipitation model fit to a training set

-- J --

julTOymdh Convert Julian dates to character format.

-- M --

MAE Mean Absolute Error
MAE.default Mean Absolute Error
matchEnsembleMembers Create an ensembleData object
matchEnsembleMembers.ensembleBMAgamma Create an ensembleData object
matchEnsembleMembers.ensembleBMAgamma0 Create an ensembleData object
matchEnsembleMembers.ensembleBMAnormal Create an ensembleData object
matchEnsembleMembers.fitBMAgamma Create an ensembleData object
matchEnsembleMembers.fitBMAgamma0 Create an ensembleData object
matchEnsembleMembers.fitBMAnormal Create an ensembleData object
matchITandFH Create an ensembleData object
matchITandFH.default Create an ensembleData object
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
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 --

verifRank Verification Rank

-- 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