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LIBLINEAR: A Library for Large Linear Classification

Published: 01 June 2008 Publication History

Abstract

LIBLINEAR is an open source library for large-scale linear classification. It supports logistic regression and linear support vector machines. We provide easy-to-use command-line tools and library calls for users and developers. Comprehensive documents are available for both beginners and advanced users. Experiments demonstrate that LIBLINEAR is very efficient on large sparse data sets.

References

[1]
B. E. Boser, I. Guyon, and V. Vapnik. A training algorithm for optimal margin classifiers. In COLT, 1992.
[2]
C.-C. Chang and C.-J. Lin. LIBSVM: a library for support vector machines, 2001. Software available at http://www.csie.ntu.edu.tw/~cjlin/libsvm.
[3]
C.-J. Hsieh, K.-W. Chang, C.-J. Lin, S. S. Keerthi, and S. Sundararajan. A dual coordinate descent method for large-scale linear SVM. In ICML, 2008.
[4]
T. Joachims. Training linear SVMs in linear time. In ACM KDD, 2006.
[5]
S. S. Keerthi, S. Sundararajan, K.-W. Chang, C.-J. Hsieh, and C.-J. Lin. A sequential dual method for large scale multi-class linear SVMs. In ACM KDD, 2008.
[6]
C.-J. Lin, R. C. Weng, and S. S. Keerthi. Trust region Newton method for large-scale logistic regression. JMLR, 9:627-650, 2008.
[7]
S. Shalev-Shwartz, Y. Singer, and N. Srebro. Pegasos: primal estimated sub-gradient solver for SVM. In ICML, 2007.

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Published In

cover image The Journal of Machine Learning Research
The Journal of Machine Learning Research  Volume 9, Issue
6/1/2008
1964 pages
ISSN:1532-4435
EISSN:1533-7928
Issue’s Table of Contents

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JMLR.org

Publication History

Published: 01 June 2008
Published in JMLR Volume 9

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  • (2024)Adaptive softmax trees for many-class classificationProceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence10.5555/3702676.3702761(1825-1841)Online publication date: 15-Jul-2024
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