Coordinate Descent Algorithms for Lasso Penalized L1, L2, and Logistic Regression


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Documentation for package ‘CDLasso’ version 1.1

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CDLasso-package Coordinate descent algorithms for L1 and L2 regression
CDLasso Coordinate descent algorithms for L1 and L2 regression
cv.l1.reg k-fold Cross Validation
cv.l1.reg.default k-fold Cross Validation
cv.l2.reg k-fold Cross Validation
cv.l2.reg.default k-fold Cross Validation
cv.logit.reg k-fold Cross Validation
cv.logit.reg.default k-fold Cross Validation
l1.reg Greedy Coordinate Descent for L1 regression
l1.reg.default Greedy Coordinate Descent for L1 regression
l2.reg Cyclic Coordinate Descent for L2 regression
l2.reg.default Cyclic Coordinate Descent for L2 regression
logit.reg Cyclic Coordinate Descent for Logistic regression
logit.reg.default Cyclic Coordinate Descent for Logistic regression
plot.cv.l1.reg Cross validation plot
plot.cv.l2.reg Cross validation plot
plot.cv.logit.reg Cross validation plot
print.cv.l1.reg Print results of Greedy Coordinate Descent for L1 Regression
print.cv.l2.reg Print results of Greedy Coordinate Descent for L2 Regression
print.cv.logit.reg Print results of Greedy Coordinate Descent for Logistic Regression
print.l1.reg Print results of Greedy Coordinate Descent for L1 Regression
print.l2.reg Print results of Cyclic Coordinate Descent for L2 Regression
print.logit.reg Print results of Cyclic Coordinate Descent for Logistic Regression
summary.l1.reg Print all results of Greedy Coordinate Descent for L1 Regression
summary.l2.reg Print all results of Cyclic Coordinate Descent for L2 Regression
summary.logit.reg Print all results of Cyclic Coordinate Descent for Logistic Regression