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Regresión de procesos gaussianos

Modelos de regresión de procesos gaussianos (kriging)

Apps

Regression LearnerTrain regression models to predict data using supervised machine learning

Funciones

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

Clases

RegressionGPGaussian process regression model class
CompactRegressionGPCompact Gaussian process regression model class

Bloques

RegressionGP PredictPredict responses using Gaussian process (GP) regression model

Temas