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LiblineaR

Linear Predictive Models Based on the LIBLINEAR C/C++ Library

v2.10-24 · Sep 13, 2024 · GPL-2

Description

A wrapper around the LIBLINEAR C/C++ library for machine learning (available at <https://www.csie.ntu.edu.tw/~cjlin/liblinear/>). 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.

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CRAN Check Status

14 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (9)

depends

LKT

imports

Dependency Network

Dependencies Reverse dependencies LKT scBio sweater RSSL mlr parsnip postcard tidyAML vetiver LiblineaR

Version History

new 2.10-24 Mar 10, 2026
updated 2.10-24 ← 2.10-23 diff Sep 12, 2024
updated 2.10-23 ← 2.10-22 diff Dec 10, 2023
updated 2.10-22 ← 2.10-12 diff Dec 2, 2022
updated 2.10-12 ← 2.10-8 diff Mar 1, 2021
updated 2.10-8 ← 1.94-2 diff Feb 12, 2017
updated 1.94-2 ← 1.80-10 diff Feb 3, 2015
updated 1.80-10 ← 1.80-7 diff Sep 15, 2014
updated 1.80-7 ← 1.80-6 diff Jun 23, 2013
updated 1.80-6 ← 1.80-4 diff Mar 25, 2013
updated 1.80-4 ← 1.80-2 diff Apr 22, 2011
updated 1.80-2 ← 1.80-1 diff Apr 12, 2011
updated 1.80-1 ← 1.80-0 diff Apr 11, 2011
updated 1.80-0 ← 1.51-3 diff Apr 10, 2011
updated 1.51-3 ← 1.51-2 diff Jun 9, 2010
updated 1.51-2 ← 1.51-1 diff May 31, 2010
new 1.51-0 May 29, 2010
updated 1.51-1 ← 1.51-0 diff May 29, 2010