SAM: Sparse Additive Modelling
Version 1.0.5

The package SAM targets at high dimensional predictive modeling (regression and classification) for complex data analysis. SAM is short for sparse additive modeling, and adopts the computationally efficient basis spline technique. We solve the optimization problems by various computational algorithms including the block coordinate descent algorithm, fast iterative soft-thresholding algorithm, and newton method. The computation is further accelerated by warm-start and active-set tricks.

AuthorTuo Zhao, Xingguo Li, Han Liu, and Kathryn Roeder
Date of publication2014-02-12 09:34:38
MaintainerTuo Zhao <tourzhao@gmail.com>
LicenseGPL-2
Version1.0.5
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("SAM")

Getting started

Package overview

Popular man pages

plot.samLL: Plot function for S3 class '"samLL"'
plot.samQL: Plot function for S3 class '"samQL"'
predict.samHL: Prediction function for S3 class '"samHL"'
predict.samLL: Prediction function for S3 class '"samLL"'
predict.samQL: Prediction function for S3 class '"samQL"'
print.samHL: Printing function for S3 class 'samHL'
SAM-package: Sparse Additive Modelling
See all...

All man pages Function index File listing

Man pages

plot.samEL: Plot function for S3 class '"samEL"'
plot.samHL: Plot function for S3 class '"samHL"'
plot.samLL: Plot function for S3 class '"samLL"'
plot.samQL: Plot function for S3 class '"samQL"'
predict.samEL: Prediction function for S3 class '"samEL"'
predict.samHL: Prediction function for S3 class '"samHL"'
predict.samLL: Prediction function for S3 class '"samLL"'
predict.samQL: Prediction function for S3 class '"samQL"'
print.samEL: Printing function for S3 class 'samEL'
print.samHL: Printing function for S3 class 'samHL'
print.samLL: Printing function for S3 class 'samLL'
print.samQL: Printing function for S3 class 'samQL'
samEL: Training function of Sparse Additive Possion Regression
samHL: Training function of Sparse Additive Machine
samLL: Training function of Sparse Additive Logistic Regression
SAM-package: Sparse Additive Modelling
samQL: Training function of Sparse Additive Models

Functions

SAM Man page
SAM-package Man page
plot.samEL Man page Source code
plot.samHL Man page Source code
plot.samLL Man page Source code
plot.samQL Man page Source code
predict.samEL Man page Source code
predict.samHL Man page Source code
predict.samLL Man page Source code
predict.samQL Man page Source code
print.samEL Man page Source code
print.samHL Man page Source code
print.samLL Man page Source code
print.samQL Man page Source code
samEL Man page Source code
samHL Man page Source code
samLL Man page Source code
samQL Man page Source code

Files

src
src/Makevars
src/grpPR.c
src/grpLR.c
src/grplasso.c
src/grpSVM.c
NAMESPACE
R
R/samEL.R
R/samLL.R
R/samHL.R
R/samQL.R
MD5
DESCRIPTION
man
man/plot.samEL.Rd
man/plot.samHL.Rd
man/print.samLL.Rd
man/samEL.Rd
man/predict.samEL.Rd
man/print.samQL.Rd
man/plot.samLL.Rd
man/print.samEL.Rd
man/print.samHL.Rd
man/samLL.Rd
man/SAM-package.Rd
man/plot.samQL.Rd
man/samHL.Rd
man/predict.samLL.Rd
man/predict.samHL.Rd
man/samQL.Rd
man/predict.samQL.Rd
SAM documentation built on May 19, 2017, 9:28 p.m.