3CoSE Algorithm


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Documentation for package ‘LassoNet’ version 0.8.3

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LassoNet-package LassoNet: package for 3CoSE algorithm.
beta.update.net Updates beta coefficients.
betanew_lasso_cpp C++ subroutine that updates beta coefficients.
fastols Fast least squares estimate.
get.BxBy Computes decomposition elements.
get.signs.M Vetorizes connection sign matrix.
get.xi Updates the estimates of the connection signs by running mini OLS models.
lasso.net.fixed Estimates coefficients over the grid values of penalty parameters.
lasso.net.grid Estimates coefficients and connection signs over the grid of values of penalty parameters lambda1 and lambda2.
mat.to.laplacian Computes Laplacian matrix.
matrix.M.update Updates connection sign matrix.
soft.thresh Soft thresholding operator.