LIBLINEAR is a linear classifier for data with millions of instances and features. It supports L2-regularized logistic regression (LR), L2-loss linear SVM, and L1-loss linear SVM.
Main features of LIBLINEAR include
* Same data format as LIBSVM, our general-purpose SVM solver, and also similar usage
* Multi-class classification: 1) one-vs-the rest, 2) Crammer & Singer
* Cross validation for model selection
* Probability estimates (logistic regression only)
* Weights for unbalanced data
* MATLAB/Octave, Java interfaces
M. Paris, и R. Jäschke. Proceedings of the 14th International Conference on Knowledge Science, Engineering and Management, том 12816 из Lecture Notes in Artificial Intelligence, стр. 1--14. Springer, (2021)
L. Hettinger, A. Zehe, A. Dallmann, и A. Hotho. INFORMATIK 2019: 50 Jahre Gesellschaft für Informatik – Informatik für Gesellschaft, стр. 191-204. Bonn, Gesellschaft für Informatik e.V., (2019)
V. Sinha, S. Rao, и V. Balasubramanian. (2018)cite arxiv:1803.02781Comment: 8 pages, 5 tables, 1 figure, KDD Workshop on Issues of Sentiment Discovery and Opinion Mining (WISDOM) 2018.
Y. Kim, K. Stratos, и D. Kim. Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), стр. 643--653. Vancouver, Canada, Association for Computational Linguistics, (июля 2017)
Z. Yang, D. Yang, C. Dyer, X. He, A. Smola, и E. Hovy. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, стр. 1480--1489. San Diego, California, Association for Computational Linguistics, (июня 2016)
A. Hadgu, N. Lotze, и R. Jäschke. Proceedings of the Workshop on Natural Language Processing and Computational Social Science, Hannover, Germany, (мая 2016)
F. Otto, M. Ring, D. Landes, и A. Hotho. ECCWS2016-Proceedings fo the 15th European Conference on Cyber Warfare and Security, стр. 437. Academic Conferences and publishing limited, (2016)
F. Karimi, C. Wagner, F. Lemmerich, M. Jadidi, и M. Strohmaier. Proceedings of the 25th International Conference Companion on World Wide Web, стр. 53--54. Republic and Canton of Geneva, Switzerland, International World Wide Web Conferences Steering Committee, (2016)