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updated 14 days ago

Multiclass SVM classifier by Tarek Lajnef

Tarek Lajnef

Train and perform multiclasses SVM classifier (classification, signal processing, dendrogram)

Best_feature(mat,label,sigma)

Classify_DSVM(test_data,label,svmstruct)

FWSP_SVM(data,label,sigma,nb_cvfolds)

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updated 8 months ago

K-Fold Cross Validation by Mat Labber

Mat Labber

K-Fold Cross Validation for Binary Classification, using LibSVM (machine learning, crossvalidation, kfold)

get_classification_rate(sa,na,svmstruct)

kfold_cross_validate(sa,na,which_features,k)

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updated 2 years ago

Density Preserving Sampling (DPS) - deterministic crossvalidation by Marcin

Marcin

MATLAB implementation of the DPS method, able to save computations when compared to cross-validation (crossvalidation, sampling, error estimation)

dps(A,levels,labs)

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updated 2 years ago

Decision Trees and Predictive Models with cross-validation and ROC analysis plot by Andrea Padoan

Andrea Padoan

This code implements a classification tree and plots the ROC curves for each target class (data mining, statistics, decision tree)

BestTree (t, X, y, nsamples)

CalculateFeaturesImportance.m

CalculateOutcomeGroups (y)

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updated 3 years ago

Boosted Generalized Additive Models (bgam) package by Patrick Mineault

Patrick Mineault

Boosting for the Generalized Additive and Linear Models (GAM and GLM). (glm, gam, generalized linear mo...)

fitbgam(y,X,trainer,fitParams)

fitcvbgam(y,X,trainer,fitParams,folds)

bgam.CVFit

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