RDocumentation
Moon
Learn R
Search all packages and functions
HDPenReg (version 0.94.9)
High-Dimensional Penalized Regression
Description
Algorithms for lasso and fused-lasso problems: C++ implementation of the 'lars' algorithm for lasso and fusion penalization
, and EM-based algorithms for (logistic) lasso and fused-lasso penalization.
Copy Link
Copy
Link to current version
Version
Version
0.94.9
0.94.8
0.94.7
0.94.6
0.93.2
0.93.1
Down Chevron
Install
install.packages('HDPenReg')
Monthly Downloads
142
Version
0.94.9
License
GPL (>= 2)
Maintainer
Quentin Grimonprez
Last Published
March 22nd, 2023
Functions in HDPenReg (0.94.9)
Search functions
predict.LarsPath
Prediction of response
computeCoefficients
Compute coefficients
simul
Simulate copy number data for a case-control study.
HDPenReg-package
Algorithms for lasso and fused-lasso problems.
coeff
get coefficients at a given step.
HDlars
Lars algorithm
coef.LarsPath
Compute coefficients
EMcvfusedlasso
cross validation for EM fused-lasso
HDfusion
Fusion algorithm
HDcvlars
cross validation
EMlasso
EM algorithm for lasso penalty
EMfusedlasso
EM algorithm for fused-lasso penalty
listToMatrix
List to sparse matrix conversion
plot-methods
plot methods for LarsPath object
plot.HDcvlars
plot cross validation mean square error
plotCoefficient
Plot of coefficients
LarsPath-class
Constructor of LarsPath class
EMcvlasso
cross validation for
EMlasso