Package index • PrestoGP

All functions

FullModel-class FullModel: Univariate full PrestoGP model class

MultivariateVecchiaModel-class MultivariateVecchiaModel: Multivariate Vecchia PrestoGP model class

PrestoGPModel-class PrestoGPModel: PrestoGPModel superclass

VecchiaModel-class VecchiaModel: Univariate Vecchia PrestoGP model class

createUMultivariate(): Create the sparse triangular matrix U for multivariate Vecchia models

create_param_sequence(): Extract specific Matern parameters from a parameter sequence

get_Y(): Extract the Y values for a PrestoGP model.

get_beta(<PrestoGPModel>): Extract the regression coefficients (beta) for a PrestoGP model.

get_converged(<PrestoGPModel>): Did the PrestoGP model converge?

get_linear_model(<PrestoGPModel>): Extract the fitted linear model for a PrestoGP model

get_neighbors(<PrestoGPModel>): Extract the number of neighbors for a PrestoGP model.

get_pen_loglik(<PrestoGPModel>): Extract the penalized log likelihood for a PrestoGP model.

get_scaling(<PrestoGPModel>): Extract the scaling parameter for a PrestoGP model.

get_theta(<PrestoGPModel>): Extract the Matern (theta) parameters from a PrestoGP model.

max_min_ordering(): Maximum minimum distance ordering

plot_beta(<PrestoGPModel>): Plots the glide path for the coefficients for a PrestoGP model.

prestogp_fit(<PrestoGPModel>): Train a PrestoGP model.

prestogp_predict(): Prediction for PrestoGP models

show(<PrestoGPModel>): show method for PrestoGP models

soil: Soil data from North Bavaria, Germany

vecchia_Mlikelihood(): Evaluation of the multivariate Vecchia likelihood

vecchia_Mprediction(): Multivariate Vecchia prediction

vecchia_Mspecify(): Specify a multivariate Vecchia approximation

weather: Pressure and temperature forecast errors over the Pacific Northwest