Tlasso: Non-Convex Optimization and Statistical Inference for Sparse Tensor Graphical Models
Version 1.0.1

An optimal alternating optimization algorithm for estimation of precision matrices of sparse tensor graphical models, and an efficient inference procedure for support recovery of the precision matrices.

Browse man pages Browse package API and functions Browse package files

AuthorWill Wei Sun, Zhaoran Wang, Xiang Lyu, Han Liu, Guang Cheng
Date of publication2016-09-19 07:48:04
MaintainerXiang Lyu <lyu17@purdue.edu>
LicenseGPL (>= 2)
Version1.0.1
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("Tlasso")

Man pages

biascor: Bias Correction of Sample Covariance of Residuals
ChainOmega: Precision Matrix of Triangle Graph
covres: Sample Covariance Matrix of Residuals
est.analysis: Estimation Errors and TPR/TNR
graph.pattern: Graph Pattern Visualization
infer.analysis: Inference Performance Measures
NeighborOmega: Precision Matrix of Nearest-Neighbor Graph
signal: Regression Parameter of Conditional Linear Model
Tlasso: Non-Convex Optimization and Statistical Inference for Sparse...
Tlasso.fit: Non-Convex Optimization for Sparse Tensor Graphical Models
Trnorm: Separable Tensor Normal Distribution
varcor: Variance Correction of Sample Covariance of Residuals

Functions

ChainOmega Man page Source code
NeighborOmega Man page Source code
Tlasso Man page
Tlasso-package Man page
Tlasso.fit Man page Source code
Trnorm Man page Source code
biascor Man page Source code
covres Man page Source code
est.analysis Man page Source code
graph.pattern Man page Source code
infer.analysis Man page Source code
signal Man page Source code
varcor Man page Source code

Files

inst
inst/doc
inst/doc/Tlasso.html
inst/doc/Tlasso.Rmd
inst/doc/Tlasso.R
NAMESPACE
R
R/graph.pattern.R
R/Trnorm.R
R/NeighborOmega.R
R/biascor.R
R/covres.R
R/infer.analysis.R
R/Tlasso-package.r
R/signal.R
R/est.analysis.R
R/ChainOmega.R
R/Tlasso.fit.R
R/varcor.R
vignettes
vignettes/Tlasso.Rmd
MD5
build
build/vignette.rds
DESCRIPTION
man
man/biascor.Rd
man/Tlasso.Rd
man/infer.analysis.Rd
man/covres.Rd
man/ChainOmega.Rd
man/NeighborOmega.Rd
man/varcor.Rd
man/graph.pattern.Rd
man/Trnorm.Rd
man/est.analysis.Rd
man/signal.Rd
man/Tlasso.fit.Rd
Tlasso documentation built on May 19, 2017, 3:53 p.m.