ensembleBMA: Probabilistic Forecasting using Ensembles and Bayesian Model Averaging
Version 5.1.4

Bayesian Model Averaging to create probabilistic forecasts from ensemble forecasts and weather observations.

Browse man pages Browse package API and functions Browse package files

AuthorChris Fraley, Adrian E. Raftery, J. McLean Sloughter, Tilmann Gneiting, University of Washington.
Date of publication2017-03-18 22:45:59 UTC
MaintainerChris Fraley <fraley@u.washington.edu>
LicenseGPL (>= 2)
Version5.1.4
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("ensembleBMA")

Man pages

brierScore: Brier Scores
cdf: Cummulative Distribution Function for ensemble forcasting...
combine: 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
dateCheck: Checks date format.
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
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
julTOymdh: Convert Julian dates to character format.
MAE: Mean Absolute Error
modelParameters: Extract model parameters
pit: Probability Integral Transform for ensemble forcasting models
pitHist: PIT Histogram
plot.ensembleBMA: Plot the Predictive Distribution Function for ensemble...
plotProbcast: Surface plots for forecast information.
prcpDJdata: Precipitation Data
prcpFit: BMA Model Fit to Precipitation Data
prcpGrid: Gridded Ensemble Forecasts of Precipitation
quantileForecast: Quantile forecasts at observation locations
srft: Surface Temperature Ensemble Forecasts and Observations
srftGrid: Gridded Surface Temperature Ensemble Forecasts
trainingData: Extract Training Data
verifPlot: Plot observations along with median, 10th and 90th percentile...
verifRankHist: Verification Rank and Histogram
ymdhTOjul: Convert to Julian dates.

Functions

CRPS Man page Source code
CRPS.default Man page Source code
MAE Man page
MAE.default Man page Source code
[.ensembleBMAgamma Man page
[.ensembleBMAgamma0 Man page
[.ensembleBMAnormal Man page
[.ensembleData Man page
binGrid Man page
brierScore Man page
brierScore.ensembleBMAgamma Man page Source code
brierScore.ensembleBMAgamma0 Man page Source code
brierScore.ensembleBMAnormal Man page Source code
brierScore.fitBMAgamma Man page Source code
brierScore.fitBMAgamma0 Man page Source code
brierScore.fitBMAnormal Man page Source code
cdf Man page
cdf.ensembleBMAgamma Man page Source code
cdf.ensembleBMAgamma0 Man page Source code
cdf.ensembleBMAnormal Man page Source code
cdf.fitBMAgamma Man page Source code
cdf.fitBMAgamma0 Man page Source code
cdf.fitBMAnormal Man page Source code
cdfBMAgamma Man page
cdfBMAgamma0 Man page
cdfBMAnormal Man page
combine Man page Source code
combine.ensembleBMAgamma Man page Source code
combine.ensembleBMAgamma0 Man page Source code
combine.ensembleBMAnormal Man page Source code
combineCORE Man page Source code
controlBMAgamma Man page Source code
controlBMAgamma0 Man page Source code
controlBMAnormal Man page Source code
crps Man page Source code
crps.ensembleBMAbvnormal Man page
crps.ensembleBMAgamma Man page Source code
crps.ensembleBMAgamma0 Man page Source code
crps.ensembleBMAnormal Man page Source code
crps.fitBMAbvnormal Man page
crps.fitBMAgamma Man page Source code
crps.fitBMAgamma0 Man page Source code
crps.fitBMAnormal Man page Source code
crpsNormal Man page Source code
dataNA Man page Source code
dataNA.ensembleData Man page Source code
dataNobs Man page Source code
dataNobs.ensembleData Man page Source code
dataObsLabels Man page Source code
dataObsLabels.ensembleData Man page Source code
dataStartupSpeed Man page Source code
dataStartupSpeed.ensembleData Man page Source code
dataVerifObs Man page Source code
dataVerifObs.ensembleData Man page Source code
dateCheck Man page
ensBMAtest Man page
ensembleBMA Man page
ensembleBMAgamma Man page Source code
ensembleBMAgamma0 Man page Source code
ensembleBMAnormal Man page Source code
ensembleData Man page Source code
ensembleFhour Man page
ensembleFhour.ensembleData Man page
ensembleForecasts Man page
ensembleForecasts.ensembleData Man page
ensembleGroups Man page
ensembleGroups.ensembleData Man page
ensembleItime Man page
ensembleItime.ensembleData Man page
ensembleMembers Man page
ensembleMembers.ensembleData Man page
ensembleSize Man page
ensembleSize.ensembleData Man page
ensembleValidDates Man page
ensembleValidDates.ensembleData Man page Source code
fitBMA Man page
fitBMAgamma Man page Source code
fitBMAgamma0 Man page Source code
fitBMAnormal Man page Source code
getDates Man page Source code
getExchangeable Man page
getHH Man page
inverseLogit Man page
julTOymdh Man page
match2side Man page Source code
matchDates Man page Source code
matchEnsembleMembers Man page
matchEnsembleMembers.default Man page Source code
matchEnsembleMembers.ensembleBMAgamma Man page Source code
matchEnsembleMembers.ensembleBMAgamma0 Man page Source code
matchEnsembleMembers.ensembleBMAnormal Man page Source code
matchEnsembleMembers.fitBMAgamma Man page Source code
matchEnsembleMembers.fitBMAgamma0 Man page Source code
matchEnsembleMembers.fitBMAnormal Man page Source code
matchITandFH Man page
matchITandFH.default Man page
modelDates Man page Source code
modelDates.default Man page Source code
modelMembers Man page Source code
modelMembers.default Man page Source code
modelParameters Man page
modelParameters.ensembleBMAgamma Man page
modelParameters.ensembleBMAgamma0 Man page
modelParameters.ensembleBMAnormal Man page
modelParameters.fitBMAgamma Man page
modelParameters.fitBMAgamma0 Man page
modelParameters.fitBMAnormal Man page
pit Man page Source code
pit.ensembleBMAgamma Man page Source code
pit.ensembleBMAgamma0 Man page Source code
pit.ensembleBMAnormal Man page Source code
pit.fitBMAgamma Man page Source code
pit.fitBMAgamma0 Man page Source code
pit.fitBMAnormal Man page Source code
pitHist Man page Source code
plot.ensembleBMA Man page
plot.ensembleBMAgamma Man page Source code
plot.ensembleBMAgamma0 Man page Source code
plot.ensembleBMAnormal Man page Source code
plot.fitBMA Man page
plot.fitBMAgamma Man page Source code
plot.fitBMAgamma0 Man page Source code
plot.fitBMAnormal Man page Source code
plotBMAgamma Man page Source code
plotBMAgamma0 Man page Source code
plotBMAnormal Man page Source code
plotProbcast Man page Source code
prcpDJdata Man page
prcpFit Man page
prcpGrid Man page
prcpTestFit Man page
quantBMAgamma Man page
quantBMAgamma0 Man page
quantBMAnormal Man page Source code
quantileForecast Man page
quantileForecast.ensembleBMAbvnormal Man page
quantileForecast.ensembleBMAgamma Man page Source code
quantileForecast.ensembleBMAgamma0 Man page Source code
quantileForecast.ensembleBMAnormal Man page Source code
quantileForecast.fitBMAbvnormal Man page
quantileForecast.fitBMAgamma Man page Source code
quantileForecast.fitBMAgamma0 Man page Source code
quantileForecast.fitBMAnormal Man page Source code
srft Man page
srftGrid Man page
startupSpeed Man page Source code
startupSpeed.ensembleData Man page Source code
tempTestFit Man page
trainingData Man page Source code
verifPlot Man page Source code
verifRankHist Man page Source code
winsTestFit Man page
ymdhTOjul Man page

Files

NAMESPACE
CHANGELOG
data
data/prcpFit.rda
data/srft.rda
data/ensBMAtest.rda
data/prcpDJdata.rda
data/srftGrid.rda
data/datalist
data/prcpGrid.rda
R
R/plot.ensembleBMAgamma.R
R/dataStartupSpeed.R
R/subset.ensembleData.R
R/crps.fitBMAnormal.R
R/ensembleFhour.ensembleData.R
R/ensembleSize.R
R/plot.fitBMAgamma0.R
R/ensembleSize.ensembleData.R
R/ensembleMembers.ensembleData.R
R/match2side.R
R/crps.R
R/pit.ensembleBMAnormal.R
R/combine.R
R/fitBMAnormal.R
R/matchEnsembleMembers.default.R
R/fitBMAgamma.R
R/trainingData.R
R/verifPlot.R
R/modelMembers.default.R
R/ensembleBMAnormal.R
R/getDates.R
R/brierScore.ensembleBMAgamma.R
R/quantileForecast.fitBMAgamma0.R
R/MAE.default.R
R/dataObsLabels.R
R/julTOymdh.R
R/dataStartupSpeed.ensembleData.R
R/quantBMAgamma.R
R/inverseLogit.R
R/combine.ensembleBMAgamma.R
R/matchEnsembleMembers.fitBMAgamma.R
R/brierScore.ensembleBMAgamma0.R
R/pit.fitBMAgamma.R
R/ymdhTOjul.R
R/quantBMAgamma0.R
R/crps.ensembleBMAgamma.R
R/modelParameters.fitBMAnormal.R
R/startupSpeed.ensembleData.R
R/ensembleItime.R
R/modelParameters.fitBMAgamma.R
R/cdf.fitBMAnormal.R
R/ensembleForecasts.ensembleData.R
R/brierScore.fitBMAgamma.R
R/ensembleValidDates.R
R/cdfBMAgamma.R
R/matchDates.R
R/quantileForecast.R
R/pitHist.R
R/brierScore.ensembleBMAnormal.R
R/modelDates.R
R/ensembleBMA.R
R/dataVerifObs.ensembleData.R
R/quantBMAnormal.R
R/quantileForecast.ensembleBMAgamma.R
R/cdf.ensembleBMAgamma0.R
R/crps.ensembleBMAgamma0.R
R/plot.fitBMAnormal.R
R/binGrid.R
R/quantileForecast.fitBMAgamma.R
R/cdf.fitBMAgamma.R
R/ensembleMembers.R
R/cdf.fitBMAgamma0.R
R/getHH.R
R/matchEnsembleMembers.ensembleBMAgamma0.R
R/pit.fitBMAnormal.R
R/fitBMAgamma0.R
R/crps.ensembleBMAnormal.R
R/matchITandFH.R
R/cdfBMAnormal.R
R/cdf.R
R/subset.ensembleBMAnormal.R
R/verifRankHist.R
R/modelParameters.ensembleBMAgamma.R
R/crps.fitBMAgamma0.R
R/plot.ensembleBMAgamma0.R
R/controlBMAnormal.R
R/modelDates.default.R
R/fitBMA.R
R/quantileForecast.fitBMAnormal.R
R/CRPScap.R
R/ensembleGroups.R
R/brierScore.fitBMAgamma0.R
R/crps.fitBMAgamma.R
R/dateCheck.R
R/modelParameters.R
R/modelParameters.fitBMAgamma0.R
R/pit.ensembleBMAgamma.R
R/matchEnsembleMembers.fitBMAnormal.R
R/dataObsLabels.ensembleData.R
R/matchEnsembleMembers.fitBMAgamma0.R
R/getExchangeable.R
R/ensembleValidDates.ensembleData.R
R/combine.ensembleBMAgamma0.R
R/cdfBMAgamma0.R
R/ensembleBMAgamma0.R
R/plot.ensembleBMAnormal.R
R/ensembleFhour.R
R/CRPS.default.R
R/brierScore.fitBMAnormal.R
R/matchEnsembleMembers.R
R/plotProbcast.R
R/pit.fitBMAgamma0.R
R/combineCORE.R
R/plotBMAgamma.R
R/combine.ensembleBMAnormal.R
R/pit.ensembleBMAgamma0.R
R/crpsNormal.R
R/cdf.ensembleBMAgamma.R
R/plotBMAgamma0.R
R/subset.ensembleBMAgamma0.R
R/dataNobs.ensembleData.R
R/cdf.ensembleBMAnormal.R
R/matchITandFH.default.R
R/dataNobs.R
R/controlBMAgamma.R
R/pit.R
R/brierScore.R
R/ensembleForecasts.R
R/subset.ensembleBMAgamma.R
R/dataNA.ensembleData.R
R/plotBMAnormal.R
R/plot.fitBMAgamma.R
R/quantileForecast.ensembleBMAgamma0.R
R/dataNA.R
R/dataVerifObs.R
R/ensembleData.R
R/modelParameters.ensembleBMAgamma0.R
R/matchEnsembleMembers.ensembleBMAgamma.R
R/matchEnsembleMembers.ensembleBMAnormal.R
R/modelMembers.R
R/MAE.R
R/ensembleItime.ensembleData.R
R/quantileForecast.ensembleBMAnormal.R
R/controlBMAgamma0.R
R/modelParameters.ensembleBMAnormal.R
R/ensembleGroups.ensembleData.R
R/startupSpeed.R
R/ensembleBMAgamma.R
MD5
DESCRIPTION
man
man/ensembleData.Rd
man/modelParameters.Rd
man/prcpDJdata.Rd
man/fitBMAgamma.Rd
man/crps.Rd
man/combine.Rd
man/fitBMA.Rd
man/controlBMAnormal.Rd
man/verifRankHist.Rd
man/prcpFit.Rd
man/cdf.Rd
man/plot.ensembleBMA.Rd
man/ensembleBMA.Rd
man/dateCheck.Rd
man/controlBMAgamma0.Rd
man/ensembleBMAgamma.Rd
man/brierScore.Rd
man/srft.Rd
man/fitBMAnormal.Rd
man/ensembleBMAnormal.Rd
man/srftGrid.Rd
man/fitBMAgamma0.Rd
man/ensBMAtest.Rd
man/prcpGrid.Rd
man/MAE.Rd
man/pitHist.Rd
man/pit.Rd
man/verifPlot.Rd
man/julTOymdh.Rd
man/ensembleBMAgamma0.Rd
man/controlBMAgamma.Rd
man/quantileForecast.Rd
man/ymdhTOjul.Rd
man/trainingData.Rd
man/plotProbcast.Rd
ensembleBMA documentation built on May 29, 2017, 2:07 p.m.