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
Z. Yang, D. Yang, C. Dyer, X. He, A. Smola, und E. Hovy. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Seite 1480--1489. San Diego, California, Association for Computational Linguistics, (Juni 2016)
Y. Kim, K. Stratos, und D. Kim. Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Seite 643--653. Vancouver, Canada, Association for Computational Linguistics, (Juli 2017)
M. Paris, und R. Jäschke. Proceedings of the 14th International Conference on Knowledge Science, Engineering and Management, Volume 12816 von Lecture Notes in Artificial Intelligence, Seite 1--14. Springer, (2021)
V. Sinha, S. Rao, und 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.
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)
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)
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)
X. Zhang, и Y. LeCun. (2015)cite arxiv:1502.01710Comment: This technical report is superseded by a paper entitled "Character-level Convolutional Networks for Text Classification", arXiv:1509.01626. It has considerably more experimental results and a rewritten introduction.
A. Hadgu, N. Lotze, и R. Jäschke. Proceedings of the Workshop on Natural Language Processing and Computational Social Science, Hannover, Germany, (Mai 2016)
E. Boese, и A. Howe. Proceedings of the 14th ACM International Conference on Information and Knowledge Management, стр. 632--639. New York, NY, USA, ACM, (2005)
D. Quercia, M. Kosinski, D. Stillwell, и J. Crowcroft. Proceedings of the Third International Conference on Social Computing (SocialCom) and the Third International Conference on Privacy, Security, Risk and Trust (PASSAT), стр. 180--185. IEEE, (Oktober 2011)
P. Yin, N. Ram, W. Lee, C. Tucker, S. Khandelwal, и M. Salathé. Advances in Knowledge Discovery and Data Mining, том 8443 из Lecture Notes in Computer Science, Springer International Publishing, (2014)
M. De Choudhury, N. Diakopoulos, и M. Naaman. Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work, стр. 241--244. New York, NY, USA, ACM, (2012)
S. Dori-Hacohen, и J. Allan. Proceedings of the 22nd ACM international conference on Conference on information &\#38; knowledge management, стр. 1845--1848. New York, NY, USA, ACM, (2013)
H. Yu, J. Han, и K. Chang. Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, стр. 239--248. New York, NY, USA, ACM, (2002)
J. Hopcroft, T. Lou, и J. Tang. Proceedings of the 20th ACM International Conference on Information and Knowledge Management, стр. 1137--1146. New York, NY, USA, ACM, (2011)
C. Wang, J. Han, Y. Jia, J. Tang, D. Zhang, Y. Yu, и J. Guo. Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, стр. 203--212. New York, NY, USA, ACM, (2010)
S. Ghosh, N. Sharma, F. Benevenuto, N. Ganguly, и K. Gummadi. Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval, стр. 575--590. New York, NY, USA, ACM, (2012)
S. Gollapalli, C. Caragea, P. Mitra, и C. Giles. Proceedings of the 22nd international conference on World Wide Web, стр. 471--482. International World Wide Web Conferences Steering Committee, (2013)