LIBSVM swMATH ID: 4879 Software Authors: Chang, Chih-Chung; Lin, Chih-Jen Description: LIBSVM is a library for Support Vector Machines (SVMs). We have been actively developing this package since the year 2000. The goal is to help users to easily apply SVM to their applications. LIBSVM has gained wide popularity in machine learning and many other areas. In this article, we present all implementation details of LIBSVM. Issues such as solving SVM optimization problems theoretical convergence multiclass classification probability estimates and parameter selection are discussed in detail: http://dl.acm.org/citation.cfm?id=1961199 Homepage: http://www.csie.ntu.edu.tw/~cjlin/libsvm/ Keywords: ibrary; Support Vector Machines Related Software: UCI-ml; LIBLINEAR; SVMlight; Matlab; ElemStatLearn; C4.5; PRMLT; Saga; R; SIFT; Scikit; Pegasos; WEKA; AdaBoost.MH; MNIST; Cell-PLoc; Adam; SVMTorch; GitHub; SMOTE Cited in: 1,107 Documents all top 5 Cited by 2,937 Authors 12 Lin, Chih-Jen 12 Richtárik, Peter 11 Sugiyama, Masashi 9 Deng, Naiyang 9 Shao, Yuanhai 9 Toh, Kim Chuan 8 Garcia Nieto, Paulino Jose 8 Sun, Defeng 7 Astorino, Annabella 7 García-Gonzalo, Esperanza 7 Gaudioso, Manlio 7 Tran Dinh Quoc 6 Fercoq, Olivier 6 Palagi, Laura 6 Pardalos, Panos M. 6 Sciandrone, Marco 6 Seref, Onur 6 Tian, Yingjie 6 Wang, Shitong 6 Zheng, Songfeng 5 Alonso Fernández, J. R. 5 Carrizosa, Emilio 5 Díaz Muñiz, C. 5 Gasnikov, Aleksandr V. 5 Kanamori, Takafumi 5 Mahoney, Michael W. 5 Suykens, Johan A. K. 4 Chen, Weijie 4 Chung, Fu-Lai 4 Gondzio, Jacek 4 Gorgone, Enrico 4 Gower, Robert Mansel 4 Jian, Jinbao 4 Karasuyama, Masayuki 4 Lee, Yuh-Jye 4 Lessmann, Stefan 4 Li, Qianzhong 4 Luo, Bin 4 Nguyen, Lam M. 4 Peherstorfer, Benjamin 4 Phan, Dzung T. 4 Takáč, Martin 4 Takeda, Akiko 4 Takeuchi, Ichiro 4 Xu, Yangyang 4 Xu, Yuesheng 4 Yin, Jianghua 4 Yu, Bo 4 Zhang, Li 4 Zhang, Ning 4 Zhang, Shengli 4 Zhang, Xiaoqun 4 Zhou, Weida 3 Aytug, Haldun 3 Bai, Lu 3 Beznosikov, Aleksandr 3 Cevher, Volkan 3 Chen, Huiling 3 Davey, Neil 3 Dehzangi, Abdollah 3 del Coz, Juan José 3 Díez, Jorge 3 Du, Pufeng 3 Ernst, Andreas T. 3 Fang, Shu-Cherng 3 Fountoulakis, Kimon 3 Fuduli, Antonio 3 García-Pedrajas, Nicolás 3 Glasmachers, Tobias 3 Gramfort, Alexandre 3 Gu, Bin 3 Gutiérrez, Pedro Antonio 3 Jassim, Wissam A. 3 Jiang, Wei 3 Keerthi, S. Sathiya 3 Kovalev, Dmitry P. 3 Lee, Jaewon 3 Li, Chunna 3 Li, Tao 3 Li, Xiaodong 3 Li, Xudong 3 Liang, Yunyun 3 Liu, Deyi 3 Liu, Hongwei 3 Loizou, Nicolas 3 Lu, Baoliang 3 Lucidi, Stefano 3 Lyons, James E. 3 Maalouf, Maher 3 Manca, Benedetto 3 Mishchenko, Konstantin 3 Nie, Feiping 3 Niu, Gang 3 Paliwal, Kuldip K. 3 Razzaghi, Talayeh 3 Romero Morales, Dolores 3 Rosin, Paul L. 3 Sánchez Lasheras, Fernando 3 Sharma, Alok 3 Smola, Alexander J. ...and 2,837 more Authors all top 5 Cited in 203 Serials 105 Pattern Recognition 56 Journal of Machine Learning Research (JMLR) 51 Information Sciences 51 Journal of Theoretical Biology 45 Machine Learning 41 Neural Networks 36 Computational Optimization and Applications 27 Neural Computation 27 European Journal of Operational Research 26 SIAM Journal on Optimization 18 Mathematical Programming. Series A. 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