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支持向量机资料汇总

已有 2461 次阅读 2016-12-26 20:43 |个人分类:论文写作|系统分类:科研笔记


http://www.support-vector-machines.org/SVM_soft.html


SVM and Kernel Methods Matlab Toolbox

http://asi.insa-rouen.fr/enseignants/~arakoto/toolbox/

  • SVM Classification using linear and quadratic penalization of  misclassified examples ( 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)

  • Wavelet Kernel  

  • SVM Based Feature Selection

  • Kernel PCA

  • Kernel Discriminant Analysis

  • SVM Based Feature selection

  • SVM AUC Optimization (Ranking SVM, ROC SVM) and RankBoost

  • Kernel Basis Pursuit and Least Angle Regression (LARS) Algorithm

  • Wavelet Kernel Regression with backfitting

  • Interface with a version of libsvm


SVM Software

http://www.svms.org/software.html

Top 3

  1. LIBSVM

  2. SVMlight

  3. SVMTorch


LS-SVM

http://www.esat.kuleuven.be/sista/lssvmlab/





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