
LIBSVM
 Referenced in 1088 articles
[sw04879]
 help users to easily apply SVM to their applications. LIBSVM has gained wide popularity ... details of LIBSVM. Issues such as solving SVM optimization problems theoretical convergence multiclass classification probability...

Pegasos
 Referenced in 94 articles
[sw08752]
 Pegasos: primal estimated subgradient solver for SVM. We describe and analyze a simple ... optimization problem cast by Support Vector Machines (SVM). We prove that the number of iterations ... iterations. As in previously devised SVM solvers, the number of iterations also scales linearly with ... where λ is the regularization parameter of SVM. For a linear kernel, the total...

SVMTorch
 Referenced in 67 articles
[sw12121]
 decomposition algorithm, SVMTorch, which is similar to SVMLight proposed by T. Joachims [“Making large ... examples). Comparisons with Nodelib, another publicly available SVM algorithm for largescale regression problems from...

RSVM
 Referenced in 52 articles
[sw15261]
 that of a conventional support vector machine (SVM) with a nonlinear surface that explicitly depends ... dataset, and much better than a conventional SVM using a small random sample ... RSVM than that of a conventional SVM using the entire dataset...

SVM
 Referenced in 30 articles
[sw14904]
 SVM and Kernel Methods Matlab Toolbox. Key Features: SVM Classification using linear and quadratic penalization ... coefficients can be different for each examples); SVM Classification with Nearest Point Algorithm; Multiclass ... SVM : one against all, one against one and MSVM; Large Scale SVM Classification/Regression ... SVM epsilon and nu regression; OneClass SVM; Regularisation Networks; SVM bounds (Span estimate, radius/margin...

SimpleMKL
 Referenced in 62 articles
[sw12290]
 learning the combination, we solve a standard SVM optimization problem, where the kernel is defined...

SSVM
 Referenced in 60 articles
[sw12678]
 problems, SSVM was comparable or faster than SVM light [T. Joachims, in: Advances in kernel...

CohnKanade
 Referenced in 56 articles
[sw04974]
 expression recognition, a linear support vector machine (SVM) classifier with leaveoneout subject cross...

LSSVMlab
 Referenced in 26 articles
[sw07367]
 programs. Least Squares Support Vector Machines (LSSVM) are reformulations to the standard SVMs which ... levels of inference has been developed. LSSVM based primaldual formulations have been given ... problems a method of Fixed Size LSSVM is proposed. The present LSSVMlab toolbox ... Matlab/C implementations for a number of LSSVM algorithms...

ESLpred
 Referenced in 20 articles
[sw22403]
 ESLpred: SVMbased method for subcellular localization of eukaryotic proteins using dipeptide composition ... proteins. In this paper, support vector machine (SVM) has been used to predict the subcellular ... dipeptide composition and physicochemical properties. The SVM module based on dipeptide composition performed better ... than the SVM modules based on amino acid composition or physicochemical properties. In addition...

OPELM
 Referenced in 22 articles
[sw12171]
 methodologies: multilayer perceptron (MLP), support vector machine (SVM), and Gaussian process (GP). As the experiments ... comparable to the performance of the SVM. A toolbox for the OPELM is publicly...

SVMstruct
 Referenced in 28 articles
[sw04075]
 Support Vector Machine (SVM) algorithm for predicting multivariate or structured outputs. It performs supervised learning...

bmrm
 Referenced in 19 articles
[sw11016]
 analysis. The applications includes: structured prediction, linear SVM, multiclass SVM, fbeta optimization...

MemHyb
 Referenced in 15 articles
[sw25194]
 classification system based on support vector machine (SVM) with error correction code. We employ ... protein types. Linear, polynomial, and RBF basedSVM with Bose, Chaudhuri, Hocquenghem coding are trained ... datasets is obtained by RBFSVM using leaveoneout crossvalidation. Thus, our proposed ... server for the proposed MemHybSVM is accessible at url{http://111.68.99.218/MemHybSVM...

gglasso
 Referenced in 16 articles
[sw14361]
 lasso penalized least squares, logistic regression, Huberized SVM and squared ... SVM...

TPMSVM
 Referenced in 13 articles
[sw12692]
 smaller sized support vector machine (SVM)type problems. Similar to the parametricmargin νsupport ... vector machine (parνSVM), this TPMSVM is suitable for many cases, especially when ... learning speed compared with the parνSVM. The experimental results on several artificial...

PredLactamase
 Referenced in 12 articles
[sw16470]
 present study we developed a SVM based two level βlactamases protein prediction method, which ... amino acid compositions. Comparative performances indicated that SVM model trained on Type1 pseudo amino...

LOCSVMPSI
 Referenced in 11 articles
[sw22457]
 subcellular localization of eukaryotic proteins using SVM and profile of PSIBLAST. Subcellular location ... based on the support vector machine (SVM) and the positionspecific scoring matrix generated from...

AFGen
 Referenced in 15 articles
[sw06325]
 chemical compounds. Experiments in the context of SVMbased classification and rankedretrieval show that...

OSU SVM
 Referenced in 8 articles
[sw21995]
 SVM classifier Matlab toolbox. OSU SVM is a Support Vector Machine (SVM) toolbox...