This section should give the reader a quick overview of the methods implemented in STPRtool. • Analysis of linear discriminant function: Perceptron algorithm and multiclass modification. Kozinec’s algorithm. Fisher Linear Discriminant. A collection of known algorithms solving the Generalized Anderson’s Task. • Feature extraction: Linear Discriminant Analysis. Principal Component Analysis (PCA). Kernel PCA. Greedy Kernel PCA. Generalized Discriminant Analysis. • Probability distribution estimation and clustering: Gaussian Mixture Models. Expectation-Maximization algorithm. Minimax probability estimation. K-means clustering. • Support Vector and other Kernel Machines: Sequential Minimal Optimizer (SMO). Matlab Optimization toolbox based algorithms. Interface to the SVMlight software. Decomposition approaches to train the Multi-class SVM classifiers. Multi-class BSVM formulation trained by Kozinec’s algorithm, Mitchell- Demyanov-Molozenov algorithm

stprtool
........\bayes
........\.....\bayescls.m
........\.....\bayesdf.m
........\.....\bayesdf.m~
........\.....\bayeserr.m
........\.....\Contents.m
........\compilemex.m
........\compilemex.m~
........\Contents.m
........\Contents.m~
........\data
........\....\anderson_task
........\....\.............\mars.mat
........\....\.............\venus.mat
........\....\binary_separable
........\....\................\tulip.mat
........\....\c2s.m
........\....\check2ddata.m
........\....\check2dgauss.m
........\....\Contents.m
........\....\createdata.m
........\....\gencircledata.m
........\....\genlsdata.m
........\....\gmm_samples
........\....\...........\krkonose.mat
........\....\iris_data
........\....\.........\iris.mat




........\....\mergesets.m
........\....\mm_samples
........\....\..........\orion.mat
........\....\..........\scales.mat
........\....\multi_separable
........\....\...............\pentagon.mat
........\....\ocr_numerals
........\....\............\daniel_martinec1.mat
........\....\............\daniel_martinec10.mat
........\....\............\daniel_martinec2.mat
........\....\............\daniel_martinec3.mat
........\....\............\daniel_martinec4.mat
........\....\............\daniel_martinec5.mat
........\....\............\daniel_martinec6.mat
........\....\............\daniel_martinec7.mat
........\....\............\daniel_martinec8.mat
........\....\............\daniel_martinec9.mat
........\....\............\honza_cech1.mat
........\....\............\honza_cech10.mat
........\....\............\honza_cech2.mat
........\....\............\honza_cech3.mat
........\....\............\honza_cech4.mat
........\....\............\honza_cech5.mat
........\....\............\honza_cech6.mat
........\....\............\honza_cech7.mat
........\....\............\honza_cech8.mat
........\....\............\honza_cech9.mat
........\....\............\jana_kostkova1.mat
........\....\............\jana_kostkova10.mat
........\....\............\jana_kostkova2.mat
........\....\............\jana_kostkova3.mat
........\....\............\jana_kostkova4.mat
........\....\............\jana_kostkova5.mat
........\....\............\jana_kostkova6.mat
........\....\............\jana_kostkova7.mat
........\....\............\jana_kostkova8.mat
........\....\............\jana_kostkova9.mat
........\....\............\martin_barva1.mat
........\....\............\martin_barva10.mat
........\....\............\martin_barva2.mat
........\....\............\martin_barva3.mat
........\....\............\martin_barva4.mat
........\....\............\martin_barva6.mat
........\....\............\martin_barva7.mat
........\....\............\martin_barva8.mat
........\....\............\martin_barva9.mat
........\....\............\martin_matousek1.mat
........\....\............\martin_matousek10.mat
........\....\............\martin_matousek2.mat
........\....\............\martin_matousek3.mat
........\....\............\martin_matousek4.mat
........\....\............\martin_matousek5.mat
........\....\............\martin_matousek6.mat
........\....\............\martin_matousek7.mat
........\....\............\martin_matousek8.mat
........\....\............\martin_matousek9.mat
........\....\............\OcrTrndata.mat
........\....\............\vojta_franc1.mat
........\....\............\vojta_franc10.mat
........\....\............\vojta_franc2.mat
........\....\............\vojta_franc3.mat
........\....\............\vojta_franc4.mat
........\....\............\vojta_franc5.mat
........\....\............\vojta_franc6.mat
........\....\............\vojta_franc7.mat
........\....\............\vojta_franc8.mat
........\....\............\vojta_franc9.mat
........\....\riply_data

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