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ensembleBMA (version 5.1.1)

Probabilistic Forecasting using Ensembles and Bayesian Model Averaging

Description

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

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Version

Install

install.packages('ensembleBMA')

Monthly Downloads

473

Version

5.1.1

License

GPL (>= 2)

Maintainer

Chris Fraley interim

Last Published

March 19th, 2015

Functions in ensembleBMA (5.1.1)

fitBMAgamma

BMA wind speed model fit to a training set
trainingData

Extract Training Data
fitBMAgamma0

BMA precipitation model fit to a training set
srftGrid

Gridded Surface Temperature Ensemble Forecasts
crps

Continuous Ranked Probability Score
ensembleBMAnormal

BMA mixture of normals modeling
ensembleData

Create an ensembleData object
dateCheck

Checks date format.
MAE

Mean Absolute Error
controlBMAnormal

Control parameters for BMA mixtures of normals
pitHist

PIT Histogram
prcpDJdata

Precipitation Data
controlBMAgamma

Control parameters for BMA wind speed modeling
quantileForecast

Quantile forecasts at observation locations
fitBMA

BMA model fit to a training set
modelParameters

Extract model parameters
ensBMAtest

Ensemble BMA Test Data Set
ensembleBMAgamma0

BMA precipitation modeling
prcpFit

BMA Model Fit to Precipitation Data
julTOymdh

Convert Julian dates to character format.
ensembleBMA

BMA mixture model fit
ensembleBMAgamma

BMA wind speed modeling
verifPlot

Plot observations along with median, 10th and 90th percentile forecasts.
plot.ensembleBMA

Plot the Predictive Distribution Function for ensemble forcasting models
brierScore

Brier Scores
srft

Surface Temperature Ensemble Forecasts and Observations
combine

Combine Compatible BMA Models
plotProbcast

Surface plots for forecast information.
cdf

Cummulative Distribution Function for ensemble forcasting models
ymdhTOjul

Convert to Julian dates.
pit

Probability Integral Transform for ensemble forcasting models
verifRankHist

Verification Rank and Histogram
controlBMAgamma0

Control parameters for BMA precipitation modeling
prcpGrid

Gridded Ensemble Forecasts of Precipitation
fitBMAnormal

BMA mixture of normals fit to a training set