LiblineaR: Linear Predictive Models Based on the 'LIBLINEAR' C/C++ Library
Version 2.10-8

A wrapper around the 'LIBLINEAR' C/C++ library for machine learning (available at ). 'LIBLINEAR' is a simple library for solving large-scale regularized linear classification and regression. It currently supports L2-regularized classification (such as logistic regression, L2-loss linear SVM and L1-loss linear SVM) as well as L1-regularized classification (such as L2-loss linear SVM and logistic regression) and L2-regularized support vector regression (with L1- or L2-loss). The main features of LiblineaR include multi-class classification (one-vs-the rest, and Crammer & Singer method), cross validation for model selection, probability estimates (logistic regression only) or weights for unbalanced data. The estimation of the models is particularly fast as compared to other libraries.

Browse man pages Browse package API and functions Browse package files

AuthorThibault Helleputte <thibault.helleputte@dnalytics.com>; Pierre Gramme <pierre.gramme@dnalytics.com>; Jerome Paul <jerome.paul@dnalytics.com>
Date of publication2017-02-13 12:58:40
MaintainerThibault Helleputte <thibault.helleputte@dnalytics.com>
LicenseGPL-2
Version2.10-8
URL http://dnalytics.com/liblinear/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("LiblineaR")

Man pages

heuristicC: Fast Heuristics For The Estimation Of the C Constant Of A...
LiblineaR: Linear predictive models estimation based on the 'LIBLINEAR'...
predict.LiblineaR: Predictions with LiblineaR model

Functions

LiblineaR Man page Source code
heuristicC Man page Source code
predict.LiblineaR Man page Source code

Files

COPYING
inst
inst/CITATION
tests
tests/testLiblineaR.R
tests/RSquared.R
src
src/trainLinear.c
src/tron.h
src/tron.cpp
src/linear.h
src/predictLinear.c
src/Makevars.win
src/linear.cpp
NAMESPACE
NEWS
R
R/heuristicC.R
R/predict.R
R/LiblineaR.R
MD5
README
DESCRIPTION
man
man/predict.LiblineaR.Rd
man/LiblineaR.Rd
man/heuristicC.Rd
LiblineaR documentation built on May 19, 2017, 7:03 p.m.