Estimation of Diagonal Elements of Sparse Precision-Matrices


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Documentation for package ‘DESP’ version 0.1-6

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DESP-package Estimation of Diagonal Elements of Sparse Precision-Matrices
DESP Estimation of Diagonal Elements of Sparse Precision-Matrices
DESP_MST Estimation of DESP using minimum spanning trees
DESP_MST_MaxDegreeRoot MST computation
DESP_OLS_B Estimation of B by ordinary least squares
DESP_PEN_grad Steepest descent algorithm for penalized maximum likelihood estimation
DESP_PML Estimation of DESP by penalized likelihood minimization
DESP_RML Estimation of DESP by likelihood maximization
DESP_RV Estimation of DESP by residual variance
DESP_SPT Estimation of DESP using shortest path trees
DESP_SPT_MaxDegreeRoot SPT computation choosing root a priori as the node of maximal degree
DESP_SPT_MaxDegreeRoot2 SPT - of maximum height equal to 1 - computation choosing root a priori as the node of maximal degree
DESP_SPT_MaxWeight Maximum weighted tree among all shortest path trees computation
DESP_SqPartCorr Squared partial correlations computation
DESP_SRL_B Estimation of the coefficient matrix
DESP_Weighted_Graph Graph representation from the matrix B
scsSOCP solve a second-order cone program using SCS
sqR_Lasso computation of beta that minimize |Y-X*beta|_2 + lambda |beta|_1 (square-root Lasso)