Man pages for TRES
Tensor Regression with Envelope Structure

batBat simulated data
ECDECD algorithm for estimating the envelope subspace
EEGElectroencephalography (EEG) dataset for alcoholism study.
FGfunThe Objective function and its gradient
kroncovThe covariance estimation of tensor normal distribution
manifold1DEstimate the envelope subspace ('ManifoldOptim' 1D)
manifoldFGEstimate the envelope subspace ('ManifoldOptim' FG)
MenvU_simGenerate matrices M and U
oneD_bicEnvelope dimension selection based on 1D-BIC
OptM1DEstimate the envelope subspace ('OptM' 1D)
OptMFGEstimate the envelope subspace ('OptM' FG)
OptStiefelGBBOptimization on Stiefel manifold
plot.TenvPlot coefficients and p-value for Tenv object.
PMSEPrediction and mean squared error.
predict.TenvPredict method for Tenv object.
simplsMUSIMPLS-type algorithm for estimating the envelope subspace
squareSquare simulated data
std_errElementwise standard error.
subspaceThe distance between two subspaces.
summary.TenvSummarize method for Tenv object.
Tenv_PvalThe p-value and standard error of coefficient in tensor...
TPRdimEnvelope dimension by cross-validation for tensor predictor...
TPR.fitTensor predictor regression
TPRsimGenerate simulation data for tensor predictor regression...
TRES-packageTensor Regression with Envelope Structure
TRRdimEnvelope dimension selection for tensor response regression...
TRR.fitTensor response regression
TRRsimGenerate simulation data for tensor response regression (TRR)
tttMatrix product of two tensors
TRES documentation built on Oct. 20, 2021, 9:06 a.m.