Compute FAB (Frequentist and Bayes) Conformal Prediction Intervals

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Documentation for package ‘fabPrediction’ version 1.0.4

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

bayesMultinomialPrediction	Obtain a Bayesian prediction interval for categorical data
bayesNormalPrediction	Obtain a Bayesian prediction interval
dtaPrediction	Obtain a distance-to-average conformal prediction interval
eye	Create Identity Matrix
fabCategoricalPrediction	Obtain a FAB conformal prediction interval for categorical data
fabContinuousPrediction	Obtain a FAB conformal prediction interval
fabPrediction	fabPrediction: Compute FAB Conformal Prediction Intervals
fayHerriotEB	Obtain empirical Bayesian estimates for group j
initMoM	Obtain inital guess of MLE of the marginal Dirichlet-multinomial likelihood
normalPrediction	Obtain a pivot prediction interval
plot.pred	Plot a 'pred' object constructed for a categorical response
pluginValues	Obtain empirical Bayesian estimates for conjugate normal spatial Fay-Herriot model
polyaGradient	Obtain gradient of the marginal Dirichlet-multinomial likelihood
polyaHessian	Obtain Hessian of the marginal Dirichlet-multinomial likelihood
polyaMLE	Obtain MLE of marginal Dirichlet-multinomial likelihood
predictionInterval	Wrapper to obtain a prediction interval for continuous data
predictionSet	Wrapper to obtain a prediction set for categorical data
radon	Minnesota Radon Data
rdirichlet	Generate a random sample from a Dirichlet distribution
row_standardize	Row standardize a matrix
W	Minnesota County Adjacency Matrix