High-Dimensional Penalized Regression


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Documentation for package ‘HDPenReg’ version 0.94.9

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HDPenReg-package Algorithms for lasso and fused-lasso problems.
HDPenReg-package, Algorithms for lasso and fused-lasso problems.
coef.LarsPath Compute coefficients
coeff get coefficients at a given step.
computeCoefficients Compute coefficients
EMcvfusedlasso cross validation for EM fused-lasso
EMcvlasso cross validation for 'EMlasso'
EMfusedlasso EM algorithm for fused-lasso penalty
EMlasso EM algorithm for lasso penalty
HDcvlars cross validation
HDfusion Fusion algorithm
HDlars Lars algorithm
HDPenReg Algorithms for lasso and fused-lasso problems.
LarsPath Constructor of LarsPath class
LarsPath-class Constructor of LarsPath class
listToMatrix List to sparse matrix conversion
plot-method plot methods for LarsPath object
plot-methods plot methods for LarsPath object
plot.HDcvlars plot cross validation mean square error
plotCoefficient Plot of coefficients
predict.LarsPath Prediction of response
simul Simulate copy number data for a case-control study.