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ensembleBMA (version 5.0.3)

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

5.0.3

License

GPL (>= 2)

Maintainer

Chris Fraley

Last Published

January 28th, 2012

Functions in ensembleBMA (5.0.3)

cdf

Cummulative Distribution Function for ensemble forcasting models
fitBMA

BMA model fit to a training set
controlBMAnormal

Control parameters for BMA mixtures of normals
srftGrid

Gridded Surface Temperature Ensemble Forecasts
controlBMAgamma0

Control parameters for BMA precipitation modeling
ensembleData

Create an ensembleData object
ensembleBMAgamma

BMA wind speed modeling
modelParameters

Extract model parameters
ensBMAtest

Ensemble BMA Test Data Set
ensembleBMAgamma0

BMA precipitation modeling
pit

Probability Integral Transform for ensemble forcasting models
pitHist

PIT Histogram
MAE

Mean Absolute Error
julTOymdh

Convert Julian dates to character format.
prcpGrid

Gridded Ensemble Forecasts of Precipitation
ensembleBMA

BMA mixture model fit
srft

Surface Temperature Ensemble Forecasts and Observations
prcpFit

BMA Model Fit to Precipitation Data
ymdhTOjul

Convert to Julian dates.
verifPlot

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

Quantile forecasts at observation locations
brierScore

Brier Scores
trainingData

Extract Training Data
fitBMAnormal

BMA mixture of normals fit to a training set
plot.ensembleBMA

Plot the Predictive Distribution Function for ensemble forcasting models
crps

Continuous Ranked Probability Score
controlBMAgamma

Control parameters for BMA wind speed modeling
combine

Combine Compatible BMA Models
fitBMAgamma0

BMA precipitation model fit to a training set
fitBMAgamma

BMA precipitation model fit to a training set
prcpDJdata

Precipitation Data
ensembleBMAnormal

BMA mixture of normals modeling
dateCheck

Checks date format.
plotProbcast

Surface plots for forecast information.
verifRankHist

Verification Rank and Histogram