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ensembleBMA (version 5.1.8)

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

820

Version

5.1.8

License

GPL (>= 2)

Maintainer

Chris Fraley interim

Last Published

September 2nd, 2022

Functions in ensembleBMA (5.1.8)

fitBMAnormal

BMA mixture of normals fit to a training set
ensembleData

Create an ensembleData object
fitBMAgamma0

BMA precipitation model fit to a training set
ensembleBMAnormal

BMA mixture of normals modeling
ensembleBMAgamma

BMA wind speed modeling
fitBMAgamma

BMA wind speed model fit to a training set
julTOymdh

Convert Julian dates to character format.
ensembleBMAgamma0

BMA precipitation modeling
ensembleBMA

BMA mixture model fit
fitBMA

BMA model fit to a training set
prcpFit

BMA Model Fit to Precipitation Data
prcpGrid

Gridded Ensemble Forecasts of Precipitation
modelParameters

Extract model parameters
plot.ensembleBMA

Plot the Predictive Distribution Function for ensemble forcasting models
plotProbcast

Surface plots for forecast information.
pit

Probability Integral Transform for ensemble forcasting models
pitHist

PIT Histogram
srftGrid

Gridded Surface Temperature Ensemble Forecasts
prcpDJdata

Precipitation Data
quantileForecast

Quantile forecasts at observation locations
verifPlot

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

Surface Temperature Ensemble Forecasts and Observations
verifRankHist

Verification Rank and Histogram
trainingData

Extract Training Data
ymdhTOjul

Convert to Julian dates.
controlBMAnormal

Control parameters for BMA mixtures of normals
brierScore

Brier Scores
crps

Continuous Ranked Probability Score
dateCheck

Checks date format.
combine

Combine Compatible BMA Models
MAE

Mean Absolute Error
ensBMAtest

Ensemble BMA Test Data Set
controlBMAgamma0

Control parameters for BMA precipitation modeling
cdf

Cummulative Distribution Function for ensemble forcasting models
controlBMAgamma

Control parameters for BMA wind speed modeling