
LIBSVM
 Referenced in 726 articles
[sw04879]
 LIBSVM is a library for Support Vector Machines (SVMs). We have been actively developing this...

SVMlight
 Referenced in 233 articles
[sw04076]
 implementation of Vapnik’s Support Vector Machine [Vapnik, 1995] for the problem of pattern recognition ... handle problems with many thousands of support vectors efficiently. The software also provides methods...

SVMTorch
 Referenced in 59 articles
[sw12121]
 SVMTorch: Support vector machines for largescale regression problems. Support Vector Machines (SVMs) for regression ... Joachims [“Making largescale support vector machine learning practical”, in: B. Schölkopf, C. Burges ... convergence of the decomposition method for support vector machines (Tech. Rep.). National Taiwan University...

SSVM
 Referenced in 48 articles
[sw12678]
 SSVM: A smooth support vector machine for classification. Smoothing methods, extensively used for solving important ... unconstrained smooth reformulation of the support vector machine for pattern classification using a completely arbitrary ... term such reformulation a Smooth Support Vector Machine (SSVM). A fast NewtonArmijo algorithm ... Joachims, in: Advances in kernel methods – support vector learning, MIT Press: Cambridge...

LIBLINEAR
 Referenced in 69 articles
[sw04880]
 supports logistic regression and linear support vector machines. We provide easytouse commandline...

SHOGUN
 Referenced in 63 articles
[sw03517]
 machine learning models such as support vector machines, hidden Markov models, multiple kernel learning, linear...

SimpleMKL
 Referenced in 49 articles
[sw12290]
 supervised learning settings. For the support vector machine, an efficient and general multiple kernel learning ... scale problems, by iteratively using existing support vector machine code. However, it turns out that...

RSVM
 Referenced in 42 articles
[sw15261]
 RSVM: Reduced Support Vector Machines. An algorithm is proposed which generates a nonlinear kernelbased ... test set correctness for the reduced support vector machine (RSVM), with a nonlinear separating surface ... better than that of a conventional support vector machine (SVM) with a nonlinear surface that...

GPDT
 Referenced in 35 articles
[sw04803]
 Parallel software for training large scale support vector machines on multiprocessor systems Parallel software ... quadratic program arising in training support vector machines for classification problems is introduced. The software ... software makes large scale standard nonlinear support vector machines effectively tractable on common multiprocessor systems...

Pegasos
 Referenced in 53 articles
[sw08752]
 solving the optimization problem cast by Support Vector Machines (SVM). We prove that the number...

Kernlab
 Referenced in 46 articles
[sw07926]
 Kernelbased Machine Learning Lab. Kernelbased machine learning methods for classification, regression, clustering, novelty ... reduction. Among other methods kernlab includes Support Vector Machines, Spectral Clustering, Kernel PCA, Gaussian Processes...

CohnKanade
 Referenced in 45 articles
[sw04974]
 unit and expression recognition, a linear support vector machine (SVM) classifier with leave...

e1071
 Referenced in 43 articles
[sw07985]
 short time Fourier transform, fuzzy clustering, support vector machines, shortest path computation, bagged clustering, naive...

LSSVMlab
 Referenced in 20 articles
[sw07367]
 matlab/c toolbox for least squares support vector machines. Support Vector Machines is a powerful methodology ... problems, typically quadratic programs. Least Squares Support Vector Machines (LSSVM) are reformulations...

OOQP
 Referenced in 27 articles
[sw04743]
 general sparse QPs, QPs arising from support vector machines, Huber regression problems, and QPs with...

ScaLAPACK
 Referenced in 362 articles
[sw00830]
 computers and networks of workstations supporting parallel virtual machine (PVM) and/or message passing interface ... designed and produced analogous software for workstations, vector supercomputers, and shared memory parallel computers. Both...

SVMstruct
 Referenced in 22 articles
[sw04075]
 Support Vector Machine (SVM) algorithm for predicting multivariate or structured outputs. It performs supervised learning...

KernelMachines
 Referenced in 20 articles
[sw04754]
 building on kernels, such as the support vector machine. It grew out of earlier pages...

Statistics Toolbox
 Referenced in 16 articles
[sw10157]
 unsupervised machine learning algorithms, including support vector machines (SVMs), boosted and bagged decision trees...

SVM Toolbox
 Referenced in 9 articles
[sw14742]
 MATLAB Support Vector Machine Toolbox. This is a beta version of a MATLAB toolbox implementing ... Vapnik’s support vector machine, as described in [1]. Training is performed using ... started. For a good introduction to support vector machines, see the excellent book by Cristianini ... kernel evaluations for efficiency. Support for multiclass support vector classification using max wins, pairwise...