Gaussian Process Regression Models with Linear Inequality Constraints


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Documentation for package ‘lineqGPR’ version 0.0.3

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lineqGPR-package Gaussian Processes with Linear Inequality Constraints
augment.lineqDGP Augmenting Method for the '"lineqDGP"' S3 Class
augment.lineqGP Augmenting Method for the '"lineqGP"' S3 Class
basisCompute.lineqDGP Basis Functions for '"lineqDGP"' Models
basisCompute.lineqGP Hat Basis Functions for '"lineqGP"' Models
bounds2lineqSys Linear Systems of Inequalities
constrlogLikFun Log-Constrained-Likelihood of a Gaussian Process.
constrlogLikGrad Numerical Gradient of the Log-Constrained-Likelihood of a Gaussian Process.
create Model Creations
create.lineqDGP Creation Method for the '"lineqDGP"' S3 Class
create.lineqGP Creation Method for the '"lineqGP"' S3 Class
errorMeasureRegress Error Measures for GP Models.
errorMeasureRegressMC Error Measures for GP Models using Monte Carlo Samples.
ggplot.lineqDGP GGPlot for the '"lineqDGP"' S3 Class
ggplot.lineqGP GGPlot for the '"lineqGP"' S3 Class
ineqConstrKernCompute Kernel Matrix for '"lineqDGP"' Models.
k1exponential 1D Exponential Kernel Matrix for '"lineqGP"' Models.
k1gaussian 1D Gaussian Kernel Matrix for '"lineqGP"' Models.
k1matern32 1D Matern 3/2 Kernel Matrix for '"lineqGP"' Models.
k1matern52 1D Matern 5/2 Kernel Matrix for '"lineqGP"' Models.
k2gaussian 2D Gaussian Kernel Matrix for '"lineqGP"' Models.
kernCompute Kernel Matrix for '"lineqGP"' Models.
lineqDGPSys Linear Systems of Inequalities for '"lineqDGP"' Models
lineqGPOptim Gaussian Process Model Optimizations
lineqGPR Gaussian Processes with Linear Inequality Constraints
lineqGPSys Linear Systems of Inequalities for '"lineqGP"' Models
logLikFun Log-Likelihood of a Gaussian Process.
logLikGrad Gradient of the Log-Likelihood of a Gaussian Process.
plot.lineqDGP Plot for the '"lineqDGP"' S3 Class
plot.lineqGP Plot for the '"lineqGP"' S3 Class
predict.lineqDGP Prediction Method for the '"lineqDGP"' S3 Class
predict.lineqGP Prediction Method for the '"lineqGP"' S3 Class
simulate.lineqDGP Simulation Method for the '"lineqDGP"' S3 Class
simulate.lineqGP Simulation Method for the '"lineqGP"' S3 Class
splitDoE Training/test data generator according to a given Design of Experiment (DoE)
tmvrnorm Sampling Methods of Truncated Multivariate Normal Distributions
tmvrnorm.ExpT '"tmvrnorm"' Sampler for '"ExpT"' (Exponential Tilting) S3 Class
tmvrnorm.Gibbs '"tmvrnorm"' Sampler for '"Gibbs"' (Gibbs Sampling) S3 Class
tmvrnorm.HMC '"tmvrnorm"' Sampler for '"HMC"' (Hamiltonian Monte Carlo) S3 Class
tmvrnorm.RSM '"tmvrnorm"' Sampler for '"RSM"' (Rejection Sampling from the Mode) S3 Class