• LIBSVM

  • Referenced in 1085 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 93 articles [sw08752]
  • Pegasos: primal estimated sub-gradient 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 SVM-Light proposed by T. Joachims [“Making large ... examples). Comparisons with Nodelib, another publicly available SVM algorithm for large-scale 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 M-SVM; Large Scale SVM Classification/Regression ... SVM epsilon and nu regression; One-Class SVM; Regularisation Networks; SVM bounds (Span estimate, radius/margin...
  • SimpleMKL

  • Referenced in 61 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...
  • Cohn-Kanade

  • Referenced in 56 articles [sw04974]
  • expression recognition, a linear support vector machine (SVM) classifier with leave-one-out subject cross...
  • LS-SVMlab

  • Referenced in 25 articles [sw07367]
  • programs. Least Squares Support Vector Machines (LS-SVM) are reformulations to the standard SVMs which ... levels of inference has been developed. LS-SVM based primal-dual formulations have been given ... problems a method of Fixed Size LS-SVM is proposed. The present LS-SVMlab toolbox ... Matlab/C implementations for a number of LS-SVM algorithms...
  • ESLpred

  • Referenced in 20 articles [sw22403]
  • ESLpred: SVM-based 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 physico-chemical properties. The SVM module based on dipeptide composition performed better ... than the SVM modules based on amino acid composition or physico-chemical properties. In addition...
  • OP-ELM

  • 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 OP-ELM 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, multi-class SVM, f-beta 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 based-SVM with Bose, Chaudhuri, Hocquenghem coding are trained ... datasets is obtained by RBF-SVM using leave-one-out cross-validation. Thus, our proposed ... server for the proposed MemHyb-SVM is accessible at url{http://111.68.99.218/MemHyb-SVM...
  • 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 parametric-margin ν-support ... vector machine (par-ν-SVM), this TPMSVM is suitable for many cases, especially when ... learning speed compared with the par-ν-SVM. The experimental results on several artificial...
  • PredLactamase

  • Referenced in 12 articles [sw16470]
  • present study we developed a SVM based two level β-lactamases protein prediction method, which ... amino acid compositions. Comparative performances indicated that SVM model trained on Type-1 pseudo amino...
  • LOCSVMPSI

  • Referenced in 11 articles [sw22457]
  • subcellular localization of eukaryotic proteins using SVM and profile of PSI-BLAST. Subcellular location ... based on the support vector machine (SVM) and the position-specific scoring matrix generated from...
  • AFGen

  • Referenced in 15 articles [sw06325]
  • chemical compounds. Experiments in the context of SVM-based classification and ranked-retrieval show that...
  • OSU SVM

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