A climate4R package for statistical downscaling <http://meteo.unican.es/climate4r>


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Documentation for package ‘downscaleR.keras’ version 1.0.0

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bernouilliGammaLoss Custom loss function for Bernouilli-Gamma distributions.
computeRainfall Compute the amount of precipitation given the parameters of a Gamma distribution.
computeTemperature Sample from the daily conditional gaussian distributions.
downscaleCV.keras Downscale climate data and reconstruct the temporal serie by splitting the data following a user-defined scheme
downscalePredict.keras Downscale climate data for a a previous defined deep learning keras model.
downscalePredictHidden.keras Obtain the output of the hidden layers in a deep learning keras model for downscaling.
downscaleTrain.keras Train a deep model with keras in the climate4R framework
gaussianLoss Custom loss function for Gaussian distributions.
prepareData.keras Configuration of data for downscaling with a keras model
prepareNewData.keras Prepare newdata for predictions going to be donw with a keras model
relevanceMaps Obtain relevance maps as a climate4R object