LIBSVM swMATH ID: 4879 Software Authors: Chih-Chung Chang; Chih-Jen Lin 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; C4.5; ElemStatLearn; SIFT; R; PRMLT; Pegasos; AdaBoost.MH; WEKA; Scikit; Cell-PLoc; SVMTorch; Saga; MNIST; iRSpot-PseDNC; ImageNet; SHOGUN Cited in: 946 Publications all top 5 Cited by 2,506 Authors 12 Lin, Chih-Jen 11 Sugiyama, Masashi 9 Deng, Naiyang 8 Richtárik, Peter 8 Toh, Kim Chuan 7 García-Gonzalo, Esperanza 7 Shao, Yuanhai 7 Sun, Defeng 6 Pardalos, Panos M. 6 Sciandrone, Marco 6 Seref, Onur 6 Tian, Yingjie 6 Tran Dinh Quoc 6 Wang, Shitong 5 Alonso Fernández, J. R. 5 Díaz Muñiz, C. 5 Fercoq, Olivier 5 Kanamori, Takafumi 5 Palagi, Laura 5 Suykens, Johan A. K. 5 Zhang, Ning 5 Zheng, Songfeng 4 Astorino, Annabella 4 Carrizosa, Emilio 4 Chung, Fu-Lai 4 Karasuyama, Masayuki 4 Lee, Yuh-Jye 4 Lessmann, Stefan 4 Li, Qianzhong 4 Luo, Bin 4 Takeda, Akiko 4 Takeuchi, Ichiro 4 Yu, Bo 4 Zhang, Li 4 Zhang, Shengli 4 Zhang, Xiaoqun 4 Zhou, Weida 3 Aytug, Haldun 3 Bai, Lu 3 Cevher, Volkan 3 Chen, Huiling 3 Chen, Weijie 3 Davey, Neil 3 Dehzangi, Abdollah 3 del Coz, Juan José 3 Díez, Jorge 3 Du, Pufeng 3 Fountoulakis, Kimon 3 Fuduli, Antonio 3 García-Pedrajas, Nicolás 3 Gaudioso, Manlio 3 Glasmachers, Tobias 3 Gower, Robert Mansel 3 Gu, Bin 3 Gutiérrez, Pedro Antonio 3 Jassim, Wissam A. 3 Keerthi, S. 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A 1 Mathematics of Computation 1 Computing 1 Kybernetika 1 Quarterly of Applied Mathematics 1 Cybernetics and Systems 1 International Journal of Production Research 1 Advances in Mathematics ...and 77 more Serials all top 5 Cited in 33 Fields 625 Computer science (68-XX) 325 Statistics (62-XX) 214 Operations research, mathematical programming (90-XX) 124 Biology and other natural sciences (92-XX) 88 Numerical analysis (65-XX) 54 Information and communication theory, circuits (94-XX) 28 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 16 Calculus of variations and optimal control; optimization (49-XX) 16 Systems theory; control (93-XX) 11 Mechanics of deformable solids (74-XX) 9 Combinatorics (05-XX) 8 Probability theory and stochastic processes (60-XX) 7 Linear and multilinear algebra; matrix theory (15-XX) 4 General and overarching topics; collections (00-XX) 4 Special functions (33-XX) 4 Operator theory (47-XX) 4 Fluid mechanics (76-XX) 4 Geophysics (86-XX) 3 Partial differential equations (35-XX) 3 Harmonic analysis on Euclidean spaces (42-XX) 2 Functions of a complex variable (30-XX) 2 Convex and discrete geometry (52-XX) 2 Statistical mechanics, structure of matter (82-XX) 1 Mathematical logic and foundations (03-XX) 1 Order, lattices, ordered algebraic structures (06-XX) 1 Measure and integration (28-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Approximations and expansions (41-XX) 1 Functional analysis (46-XX) 1 Geometry (51-XX) 1 Optics, electromagnetic theory (78-XX) 1 Classical thermodynamics, heat transfer (80-XX) 1 Quantum theory (81-XX) Citations by Year