Gaussian Process Fitting

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Documentation for package ‘GauPro’ version 0.2.17

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

Help Pages

*.GauPro_kernel	Kernel product
+.GauPro_kernel	Kernel sum
arma_mult_cube_vec	Cube multiply over first dimension
corr_cubic_matrix_symC	Correlation Cubic matrix in C (symmetric)
corr_exponential_matrix_symC	Correlation Gaussian matrix in C (symmetric)
corr_gauss_dCdX	Correlation Gaussian matrix gradient in C using Armadillo
corr_gauss_matrix	Gaussian correlation
corr_gauss_matrixC	Correlation Gaussian matrix in C using Rcpp
corr_gauss_matrix_armaC	Correlation Gaussian matrix in C using Armadillo
corr_gauss_matrix_symC	Correlation Gaussian matrix in C (symmetric)
corr_gauss_matrix_sym_armaC	Correlation Gaussian matrix in C using Armadillo (symmetric)
corr_latentfactor_matrixmatrixC	Correlation Latent factor matrix in C (symmetric)
corr_latentfactor_matrix_symC	Correlation Latent factor matrix in C (symmetric)
corr_matern32_matrix_symC	Correlation Matern 3/2 matrix in C (symmetric)
corr_matern52_matrix_symC	Correlation Gaussian matrix in C (symmetric)
corr_orderedfactor_matrixmatrixC	Correlation ordered factor matrix in C (symmetric)
corr_orderedfactor_matrix_symC	Correlation ordered factor matrix in C (symmetric)
Cubic	Cubic Kernel R6 class
Exponential	Exponential Kernel R6 class
FactorKernel	Factor Kernel R6 class
GauPro	GauPro_selector
GauPro_base	Class providing object with methods for fitting a GP model
GauPro_Gauss	Corr Gauss GP using inherited optim
GauPro_Gauss_LOO	Corr Gauss GP using inherited optim
GauPro_kernel	Kernel R6 class
GauPro_kernel_beta	Beta Kernel R6 class
GauPro_kernel_model	Gaussian process model with kernel
GauPro_kernel_model_LOO	Corr Gauss GP using inherited optim
GauPro_trend	Trend R6 class
Gaussian	Gaussian Kernel R6 class
Gaussian_devianceC	Calculate the Gaussian deviance in C
Gaussian_hessianC	Calculate Hessian for a GP with Gaussian correlation
Gaussian_hessianCC	Gaussian hessian in C
Gaussian_hessianR	Calculate Hessian for a GP with Gaussian correlation
GowerFactorKernel	Gower factor Kernel R6 class
gpkm	Gaussian process regression model
gradfuncarray	Calculate gradfunc in optimization to speed up. NEEDS TO APERM dC_dparams Doesn't need to be exported, should only be useful in functions.
gradfuncarrayR	Calculate gradfunc in optimization to speed up. NEEDS TO APERM dC_dparams Doesn't need to be exported, should only be useful in functions.
IgnoreIndsKernel	Kernel R6 class
kernel_cubic_dC	Derivative of cubic kernel covariance matrix in C
kernel_exponential_dC	Derivative of Matern 5/2 kernel covariance matrix in C
kernel_gauss_dC	Derivative of Gaussian kernel covariance matrix in C
kernel_latentFactor_dC	Derivative of covariance matrix of X with respect to kernel parameters for the Latent Factor Kernel
kernel_matern32_dC	Derivative of Matern 5/2 kernel covariance matrix in C
kernel_matern52_dC	Derivative of Matern 5/2 kernel covariance matrix in C
kernel_orderedFactor_dC	Derivative of covariance matrix of X with respect to kernel parameters for the Ordered Factor Kernel
kernel_product	Gaussian Kernel R6 class
kernel_sum	Gaussian Kernel R6 class
k_Cubic	Cubic Kernel R6 class
k_Exponential	Exponential Kernel R6 class
k_FactorKernel	Factor Kernel R6 class
k_Gaussian	Gaussian Kernel R6 class
k_GowerFactorKernel	Gower factor Kernel R6 class
k_IgnoreIndsKernel	Kernel R6 class
k_LatentFactorKernel	Latent Factor Kernel R6 class
k_Matern32	Matern 3/2 Kernel R6 class
k_Matern52	Matern 5/2 Kernel R6 class
k_OrderedFactorKernel	Ordered Factor Kernel R6 class
k_Periodic	Periodic Kernel R6 class
k_PowerExp	Power Exponential Kernel R6 class
k_RatQuad	Rational Quadratic Kernel R6 class
k_Triangle	Triangle Kernel R6 class
k_White	White noise Kernel R6 class
LatentFactorKernel	Latent Factor Kernel R6 class
Matern32	Matern 3/2 Kernel R6 class
Matern52	Matern 5/2 Kernel R6 class
OrderedFactorKernel	Ordered Factor Kernel R6 class
Periodic	Periodic Kernel R6 class
PowerExp	Power Exponential Kernel R6 class
predict.GauPro	Predict for class GauPro
predict.GauPro_base	Predict for class GauPro_base
print.summary.GauPro	Print summary.GauPro
RatQuad	Rational Quadratic Kernel R6 class
sqrt_matrix	Find the square root of a matrix
summary.GauPro	Summary for GauPro object
trend_0	Trend R6 class
trend_c	Trend R6 class
trend_LM	Trend R6 class
Triangle	Triangle Kernel R6 class
White	White noise Kernel R6 class