Modeling physical computer codes with functional outputs using clustering and dimensionality reduction


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Documentation for package ‘modelcf’ version 2.0

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basisMostVar Around orthonormal bases
chameleon CHAMELEON clustering
checkParts Comparing partitions (clustering)
countPart Comparing partitions (clustering)
datacf Two artificial data sets
dataIn Two artificial data sets
dataOut1 Two artificial data sets
dataOut2 Two artificial data sets
dimest1 Dimension estimation
dimest2 Dimension estimation
findK_gtclusts Clustering input-output data
fmetam Build and validate the functional outputs model
fmetam_1cl Build and validate the functional outputs model
fperrors Empirical error estimators
fusion_smcl Rearrangement of clusters
GCEM Global Coordination of Exponential Maps
GCEM_rec Global Coordination of Exponential Maps
genFourier Around orthonormal bases
getcoefc Mixing functional models
getMedElem Around orthonormal bases
gtclusts Main clustering function
gtclusts_inout Clustering input-output data
km_dists k-means like functions
km_PCA k-means like functions
knnPredict Prediction for no-dimensionality-reduction-methods
learnClassif Building a classifier
learnRegress Statistical learning (regression)
linear_rec Around orthonormal bases
linEmb Around orthonormal bases
locdim1 Dimension estimation
LPcaML Local PCA Manifold Learning
LPcaML_rec Local PCA Manifold Learning
lpcaPredict Prediction for no-dimensionality-reduction-methods
mergeToK Rearrangement of clusters
mixpredf Mixing functional models
modelcf package modelcf
nfoldcv Build and validate the functional outputs model
nlin_adaptRec Dimensionality reduction and associate reconstruction
nlin_redDim Dimensionality reduction and associate reconstruction
optimParams_classif Building a classifier
optimParams_regress Statistical learning (regression)
phclust Main clustering function
plotC Printing and plotting utilitiy functions
plotPts Printing and plotting utilitiy functions
predict.modelcf Predictions for some models
predictClassif Predictions for some models
predictRegress Predictions for some models
print.modelcf Printing and plotting utilitiy functions
reordering Rearrangement of clusters
RML Riemannian Manifold Learning
RML_rec Riemannian Manifold Learning
simpleWavBasis Around orthonormal bases
spec_clust Spectral clustering
spec_emb Spectral clustering
updateDissims CHAMELEON clustering
varInfo Comparing partitions (clustering)
xtr_plan1 Extract training set
xtr_plan2 Extract training set