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ensembleBMA (version 5.0.1)

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

5.0.1

License

GPL (>= 2)

Maintainer

Chris Fraley

Last Published

October 26th, 2011

Functions in ensembleBMA (5.0.1)

cdf

Cummulative Distribution Function for ensemble forcasting models
controlBMAgamma

Control parameters for BMA wind speed modeling
srft

Surface Temperature Ensemble Forecasts and Observations
ensBMAtest

Ensemble BMA Test Data Set
quantileForecast

Quantile forecasts at observation locations
fitBMAgamma0

BMA precipitation model fit to a training set
MAE

Mean Absolute Error
fitBMAgamma

BMA precipitation model fit to a training set
ensembleBMAgamma

BMA wind speed modeling
srftGrid

Gridded Surface Temperature Ensemble Forecasts
plot.ensembleBMA

Plot the Predictive Distribution Function for ensemble forcasting models
fitBMAnormal

BMA mixture of normals fit to a training set
prcpGrid

Gridded Ensemble Forecasts of Precipitation
trainingData

Extract Training Data
modelParameters

Extract model parameters
prcpDJdata

Precipitation Data
ensembleBMAgamma0

BMA precipitation modeling
pit

Probability Integral Transform for ensemble forcasting models
crps

Continuous Ranked Probability Score
ensembleBMAnormal

BMA mixture of normals modeling
pitHist

PIT Histogram
plotProbcast

Surface plots for forecast information.
combine

Combine Compatible BMA Models
verifPlot

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

Convert Julian dates to character format.
ensembleBMA

BMA mixture model fit
fitBMA

BMA model fit to a training set
ensembleData

Create an ensembleData object
controlBMAgamma0

Control parameters for BMA precipitation modeling
dateCheck

Checks date format.
ymdhTOjul

Convert to Julian dates.
brierScore

Brier Scores
verifRankHist

Verification Rank and Histogram
controlBMAnormal

Control parameters for BMA mixtures of normals
prcpFit

BMA Model Fit to Precipitation Data