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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; PRMLT; R; AdaBoost.MH; WEKA; Pegasos; Cell-PLoc; Scikit; SVMTorch; iRSpot-PseDNC; MNIST; ImageNet; Saga; SMOTE
Referenced in: 928 Publications
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Referenced by 2,440 Authors

12 Lin, Chih-Jen
11 Sugiyama, Masashi
9 Deng, Naiyang
8 Toh, Kim Chuan
7 García-Gonzalo, Esperanza
7 Shao, Yuanhai
7 Sun, Defeng
6 Pardalos, Panos M.
6 Richtárik, Peter
6 Seref, Onur
6 Tian, Yingjie
6 Wang, Shitong
5 Alonso Fernández, J. R.
5 Díaz Muñiz, C.
5 Fercoq, Olivier
5 Kanamori, Takafumi
5 Palagi, Laura
5 Sciandrone, Marco
5 Suykens, Johan A. K.
5 Tran Dinh Quoc
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 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. Sathiya
3 Lee, Jaewon
3 Li, Tao
3 Li, Xudong
3 Liang, Yunyun
3 Lu, Baoliang
3 Lucidi, Stefano
3 Lyons, James E.
3 Maalouf, Maher
3 Mahoney, Michael W.
3 Nguyen, Lam M.
3 Nie, Feiping
3 Niu, Gang
3 Paliwal, Kuldip K.
3 Peherstorfer, Benjamin
3 Phan, Dzung T.
3 Razzaghi, Talayeh
3 Romero Morales, Dolores
3 Rosin, Paul L.
3 Sánchez Lasheras, Fernando
3 Sharma, Alok
3 Smola, Alexander J.
3 Tefas, Anastasios
3 Trafalis, Theodore B.
3 Weng, Ruby Chiu-Hsing
3 Xanthopoulos, Petros
3 Xia, Xiao-Lei
3 Xiao, Lin
3 Xu, Lixiang
3 Yang, Lei
3 Ye, Jieping
3 Zanni, Luca
3 Zheng, Qinghua
3 Zou, Xiaoyong
3 Žunić, Joviša D.
3 Zuo, Yongchun
2 Abdulhussain, Sadiq H.
2 Aggarwal, Charu C.
2 Ah-Pine, Julien
2 Aksela, Matti
2 Al-Haddad, Syed Abdul Rahman
2 Alacaoglu, Ahmet
2 Barranquero, Jose
2 Barro, Senén
2 Beck, Amir
...and 2,340 more Authors
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Referenced in 173 Serials

105 Pattern Recognition
55 Journal of Machine Learning Research (JMLR)
51 Journal of Theoretical Biology
43 Machine Learning
37 Neural Networks
36 Information Sciences
27 Neural Computation
25 Computational Optimization and Applications
22 European Journal of Operational Research
17 Mathematical Problems in Engineering
16 Computational Statistics and Data Analysis
16 SIAM Journal on Optimization
16 Computational & Mathematical Methods in Medicine
14 International Journal of Computer Vision
12 Annals of Operations Research
12 Mathematical Programming. Series A. Series B
12 Journal of Mathematical Imaging and Vision
11 Optimization Methods & Software
11 Data Mining and Knowledge Discovery
10 SIAM Journal on Scientific Computing
9 Applied Mathematics and Computation
9 Journal of Computational and Applied Mathematics
9 Computers & Operations Research
9 Soft Computing
8 International Journal of Approximate Reasoning
7 Artificial Intelligence
7 Computer Methods in Applied Mechanics and Engineering
7 Signal Processing
7 International Journal of Wavelets, Multiresolution and Information Processing
7 Optimization Letters
6 Journal of Global Optimization
5 Computers & Mathematics with Applications
5 Multidimensional Systems and Signal Processing
5 Annals of Mathematics and Artificial Intelligence
5 International Journal of Applied Mathematics and Computer Science
5 Statistical Analysis and Data Mining
4 Journal of the Franklin Institute
4 Fuzzy Sets and Systems
4 Journal of Optimization Theory and Applications
4 Journal of Scientific Computing
4 Computational Statistics
4 Computational Biology and Chemistry
4 Computational Management Science
4 Advances in Data Analysis and Classification. ADAC
4 Mathematical Geosciences
4 Mathematical Programming Computation
3 Chaos, Solitons and Fractals
3 Statistics & Probability Letters
3 SIAM Journal on Matrix Analysis and Applications
3 Applied and Computational Harmonic Analysis
3 The Journal of Artificial Intelligence Research (JAIR)
3 PAA. Pattern Analysis and Applications
3 Discrete Dynamics in Nature and Society
3 Journal of Biological Systems
3 The Annals of Applied Statistics
3 Algorithms
3 Journal of the Operations Research Society of China
2 Information Processing Letters
2 Journal of Mathematical Biology
2 Mathematical Biosciences
2 Theoretical Computer Science
2 Circuits, Systems, and Signal Processing
2 Journal of Automated Reasoning
2 International Journal of Intelligent Systems
2 Asia-Pacific Journal of Operational Research
2 Journal of Intelligent & Robotic Systems
2 International Journal of Adaptive Control and Signal Processing
2 Applied Mathematical Modelling
2 Automation and Remote Control
2 Communications in Statistics. Simulation and Computation
2 Journal of Statistical Computation and Simulation
2 Filomat
2 Journal of Mathematical Chemistry
2 Journal of Shanghai University
2 Wuhan University Journal of Natural Sciences (WUJNS)
2 Optimization and Engineering
2 Journal of Applied Mathematics
2 Statistical Applications in Genetics and Molecular Biology
2 Science in China. Series F
2 Journal of Zhejiang University. Science A
2 EURASIP Journal on Advances in Signal Processing
2 Journal of Control Science and Engineering
2 SIAM/ASA Journal on Uncertainty Quantification
1 Biological Cybernetics
1 Discrete Applied Mathematics
1 International Journal for Numerical and Analytical Methods in Geomechanics
1 Inverse Problems
1 Journal of Computational Physics
1 Physics Letters. 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 Bulletin of the Iranian Mathematical Society
1 Computer Aided Geometric Design
1 Journal of Classification
1 ACM Transactions on Graphics
1 Statistical Science
...and 73 more Serials

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