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Gaussian Process Regression

Gaussian process regression models (kriging)

Apps

Regression LearnerTrain regression models to predict data using supervised machine learning

Functions

fitrgpFit a Gaussian process regression (GPR) model
predictPredict response of Gaussian process regression model
lossRegression error for Gaussian process regression model
compactReduce size of machine learning model
crossvalCross-validate machine learning model
limeLocal interpretable model-agnostic explanations (LIME)
partialDependenceCompute partial dependence
plotPartialDependenceCreate partial dependence plot (PDP) and individual conditional expectation (ICE) plots
postFitStatisticsCompute post-fit statistics for the exact Gaussian process regression model
resubLossResubstitution regression loss
resubPredictPredict responses for training data using trained regression model
shapleyShapley values

Classes

RegressionGPGaussian process regression model class
CompactRegressionGPCompact Gaussian process regression model class

Blocks

RegressionGP PredictPredict responses using Gaussian process (GP) regression model

Topics