Hypothesis Tests
ansaribradley barttest canoncorr chi2gof dwtest friedman jbtest kruskalwallis kstest kstest2 lillietest linhyptest ranksum runstest sampsizepwr signrank signtest ttest ttest2 vartest vartest2 vartestn zscore ztest
Ansari-Bradley test Bartlett's test Canonical correlation
Chi-square goodness-of-fit test Durbin-Watson test Friedman's test Jarque-Bera test Kruskal-Wallis test
One-sample Kolmogorov-Smirnov test Two-sample Kolmogorov-Smirnov test Lilliefors test Linear hypothesis test Wilcoxon rank sum test Run test for randomness Sample size and power of test Wilcoxon signed rank test Sign test
One-sample and paired-sample t-test Two-sample t-test Chi-square variance test
Two-sample F-test for equal variances
Bartlett multiple-sample test for equal variances Standardized z-scores
z-test
Analysis of Variance
ANOVA Plots ANOVA Operations ANOVA Plots
anova1 aoctool
One-way analysis of variance Interactive analysis of covariance
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manovacluster multcompare
Dendrogram of group mean clusters following MANOVA Multiple comparison test
ANOVA Operations
anova1 anova2 anovan aoctool dummyvar friedman kruskalwallis manova1 manovacluster multcompare
One-way analysis of variance Two-way analysis of variance
N-way analysis of variance
Interactive analysis of covariance Create dummy variables Friedman's test Kruskal-Wallis test
One-way multivariate analysis of variance
Dendrogram of group mean clusters following MANOVA Multiple comparison test
Parametric Regression Analysis
Regression Plots Linear Regression Nonlinear Regression Regression Plots
addedvarplot gline
lassoPlot lsline polytool rcoplot refcurve refline robustdemo rsmdemo rstool view
Added-variable plot
Interactively add line to plot Trace plot of lasso fit
Add least-squares line to scatter plot Interactive polynomial fitting Residual case order plot Add reference curve to plot Add reference line to plot Interactive robust regression
Interactive response surface demonstration Interactive response surface modeling Plot tree
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(classregtree)
Linear Regression
coxphfit dummyvar glmfit glmval invpred lasso leverage mnrfit mnrval mvregress mvregresslike plsregress polyconf polytool regress regstats ridge robustdemo robustfit rsmdemo rstool stepwise stepwisefit x2fx
Cox proportional hazards regression Create dummy variables
Generalized linear model regression Generalized linear model values Inverse prediction
Regularized least-squares regression using lasso or elastic net algorithms Leverage
Multinomial logistic regression Multinomial logistic regression values Multivariate linear regression
Negative log-likelihood for multivariate regression Partial least-squares regression Polynomial confidence intervals Interactive polynomial fitting Multiple linear regression Regression diagnostics Ridge regression
Interactive robust regression Robust regression
Interactive response surface demonstration Interactive response surface modeling Interactive stepwise regression Stepwise regression
Convert predictor matrix to design matrix
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Nonlinear Regression
dummyvar hougen nlinfit
Create dummy variables Hougen-Watson model Nonlinear regression
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nlintool nlmefit nlmefitsa nlparci nlpredci
Interactive nonlinear regression Nonlinear mixed-effects estimation
Fit nonlinear mixed effects model with stochastic EM algorithm
Nonlinear regression parameter confidence intervals Nonlinear regression prediction confidence intervals
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Multivariate Methods
Multivariate Plots Multidimensional Scaling Procrustes Analysis Feature Selection Feature Transformation Multivariate Plots
andrewsplot biplot glyphplot parallelcoords
Andrews plot Biplot Glyph plot
Parallel coordinates plot
Multidimensional Scaling
cmdscale mahal mdscale pdist squareform
Classical multidimensional scaling Mahalanobis distance
Nonclassical multidimensional scaling Pairwise distance between pairs of objects Format distance matrix
Procrustes Analysis
procrustes
Procrustes analysis
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Feature Selection
sequentialfs
Sequential feature selection
Feature Transformation
Nonnegative Matrix Factorization Principal Component Analysis Factor Analysis Nonnegative Matrix Factorization nnmf
Nonnegative matrix factorization
Principal Component Analysis barttest pareto pcacov pcares princomp Factor Analysis factoran
Factor analysis Bartlett's test Pareto chart
Principal component analysis on covariance matrix Residuals from principal component analysis Principal component analysis (PCA) on data
Cluster Analysis
Cluster Plots Hierarchical Clustering K-Means Clustering Gaussian Mixture Models Cluster Plots
dendrogram
Dendrogram plot
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