High-Dimensional Penalized Regression


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Documentation for package ‘HDPenReg’ version 0.91

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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 EM lasso
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-class Constructor of LarsPath class
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.