Description: LMS Support Vector Machine optimization SVM method is based on the VC dimension theory and structural risk minimization principle on the basis of statistical learning theory, according to information in the limited sample complexity of the model (ie, the accuracy of a particular learning training samples) and learning ability (ie, error seek to identify any sample between the ability to) the best compromise, in order to obtain the best generalization ability.
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File list (Check if you may need any files):
LS-SVMlab1.5
............\AFE.m
............\MLP_kernel.m
............\RBF_kernel.m
............\bay_errorbar.m
............\bay_initlssvm.m
............\bay_lssvm.m
............\bay_lssvmARD.m
............\bay_modoutClass.m
............\bay_optimize.m
............\bay_rr.m
............\changelssvm.m
............\code.m
............\code_ECOC.m
............\code_MOC.m
............\code_OneVsAll.m
............\code_OneVsOne.m
............\codedist_bay.m
............\codedist_hamming.m
............\codedist_loss.m
............\codelssvm.m
............\crossvalidate.m
............\deltablssvm.m
............\demo_fixedclass.m
............\demo_fixedsize.m
............\demo_yinyang.m
............\democlass.m
............\demofun.m
............\demomodel.m
............\denoise_kpca.m
............\eign.m
............\gridsearch.m
............\initlssvm.asv
............\initlssvm.m
............\kentropy.m
............\kernel_matrix.m
............\kpca.m
............\latentlssvm.m
............\leaveoneout.m
............\leaveoneout_lssvm.m
............\lin_kernel.m
............\linesearch.m
............\linf.m
............\lssvm.dll
............\lssvm1024.dll
............\lssvm256.dll
............\lssvm64.dll
............\lssvmFILE.exe
............\lssvmFILE.m
............\lssvmFILE1024.exe
............\lssvmFILE256.exe
............\lssvmFILE64.exe
............\lssvmMATLAB.m
............\medae.m
............\misclass.m
............\mse.m
............\phitures.dll
............\plotlssvm.m
............\poly_kernel.m
............\postlssvm.m
............\predict.m
............\prelssvm.m
............\rcrossvalidate.m
............\ridgeregress.m
............\robustlssvm.m
............\roc.m
............\simFILE.exe
............\simFILE.m
............\simFILE1024.exe
............\simFILE256.exe
............\simFILE64.exe
............\simclssvm.dll
............\simclssvm1024.dll
............\simclssvm256.dll
............\simclssvm64.dll
............\simlssvm.asv
............\simlssvm.m
............\sparselssvm.m
............\trainlssvm.m
............\trimmedmse.m
............\tunelssvm.m
............\validate.m
............\windowize.m
............\windowizeNARX.m
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