Estimation of Low Rank Plus Sparse Structured Vector Auto-Regressive (VAR) Model


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Documentation for package ‘LSVAR’ version 1.2

Help Pages

f.func Main loss function for quardratic loss
fista.LpS A function to solve low rank plus sparse model estimation using FISTA algorithm
gradf.func Gradient function of quardratic loss
nuclear.pen Nuclear norm penalty for low-rank component
obj.func Objective function
plot_network plot sparse component for use igraph and network layout
prox.nuclear.func Proximal function with nuclear norm penalty updating
prox.sparse.func Proximal function with l1-norm penalty updating
Q.func An auxiliary function in FISTA algorithm
shrinkage Shrinkage function for sparse soft-thresholding
shrinkage.lr Shrinkage function for low-rank soft-thresholding
sparse.pen L1-norm penalty for sparse component
summary.LSVAR Summary of LSVAR S3 class
testVAR Function to generate a VAR process