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Classes in Statistics Toolbox

  • By Category | Alphabetical List
  • Exploratory Data Analysis

    Data Import and Export

    dataset Arrays for statistical data

    Data Types

    Categorical Arrays

    nominal Arrays for nominal categorical data
    ordinal Arrays for ordinal categorical data

    Dataset Arrays for Heterogeneous Data

    dataset Arrays for statistical data

    Cluster Analysis

    Cluster Evaluation

    clustering.evaluation.CalinskiHarabaszEvaluation Calinski-Harabasz criterion clustering evaluation object
    clustering.evaluation.DaviesBouldinEvaluation Davies-Bouldin criterion clustering evaluation object
    clustering.evaluation.GapEvaluation Gap criterion clustering evaluation object
    clustering.evaluation.SilhouetteEvaluation Silhouette criterion clustering evaluation object

    Gaussian Mixture Models

    gmdistribution Gaussian mixture models

    Probability Distributions

    Discrete Distributions

    Binomial Distribution

    prob.BinomialDistribution Binomial probability distribution object

    Multinomial Distribution

    prob.MultinomialDistribution Multinomial probability distribution object

    Negative Binomial Distribution

    prob.NegativeBinomialDistribution Negative binomial distribution object

    Poisson Distribution

    prob.PoissonDistribution Poisson probability distribution object

    Continuous Distributions

    Beta Distribution

    prob.BetaDistribution Beta probability distribution object

    Birnbaum-Saunders Distribution

    prob.BirnbaumSaundersDistribution Birnbaum-Saunders probability distribution object

    Burr Type XII Distribution

    prob.BurrDistribution Burr probability distribution object

    Exponential Distribution

    prob.ExponentialDistribution Exponential probability distribution object

    Extreme Value Distribution

    prob.ExtremeValueDistribution Extreme value probability distribution object

    Gamma Distribution

    prob.GammaDistribution Gamma probability distribution object

    Generalized Extreme Value Distribution

    prob.GeneralizedExtremeValueDistribution Generalized extreme value probability distribution object

    Gaussian Mixture Distribution

    gmdistribution Gaussian mixture models

    Generalized Pareto Distribution

    prob.GeneralizedParetoDistribution Generalized Pareto probability distribution object

    Inverse Gaussian Distribution

    prob.InverseGaussianDistribution Inverse Gaussian probability distribution object

    Kernel Distribution

    prob.KernelDistribution Kernel probability distribution object

    Logistic Distribution

    prob.LogisticDistribution Logistic probability distribution object

    Loglogistic Distribution

    prob.LoglogisticDistribution Loglogistic probability distribution object

    Lognormal Distribution

    prob.LognormalDistribution Lognormal probability distribution object

    Nakagami Distribution

    prob.NakagamiDistribution Nakagami probability distribution object

    Normal Distribution

    prob.NormalDistribution Normal probability distribution object

    Piecewise Linear Distribution

    prob.PiecewiseLinearDistribution Piecewise linear probability distribution object

    Rayleigh Distribution

    prob.RayleighDistribution Rayleigh probability distribution object

    Rician Distribution

    prob.RicianDistribution Rician probability distribution object

    t Location-Scale Distribution

    prob.tLocationScaleDistribution t Location-Scale probability distribution object

    Triangular Distribution

    prob.TriangularDistribution Triangular probability distribution object

    Uniform Distribution (Continuous)

    prob.UniformDistribution Uniform probability distribution object

    Weibull Distribution

    prob.WeibullDistribution Weibull probability distribution object

    Pseudorandom and Quasirandom Number Generation

    Quasirandom Numbers

    haltonset Halton quasi-random point sets
    qrandset Quasi-random point sets
    qrandstream Quasi-random number streams
    sobolset Sobol quasi-random point sets

    Regression and ANOVA

    Linear Regression

    Multiple Linear Regression

    LinearModel Linear regression model class

    Stepwise Regression

    LinearModel Linear regression model class

    Mixed Effects

    LinearMixedModel Linear mixed-effects model class

    Model Assessment

    LinearModel Linear regression model class

    Generalized Linear Models

    Generalized Linear Regression

    GeneralizedLinearModel Generalized linear regression model class

    Stepwise Regression

    GeneralizedLinearModel Generalized linear regression model class

    Model Assessment

    GeneralizedLinearModel Generalized linear regression model class

    Nonlinear Regression

    Nonlinear Models

    NonLinearModel Nonlinear regression model class

    Model Assessment

    NonLinearModel Nonlinear regression model class

    ANOVA

    Repeated Measures and MANOVA

    RepeatedMeasuresModel Repeated measures model class

    Machine Learning

    Supervised Learning

    Linear Regression

    Multiple Linear Regression
    LinearModel Linear regression model class
    Stepwise Regression
    LinearModel Linear regression model class
    Model Assessment
    LinearModel Linear regression model class

    Nonlinear Regression

    Nonlinear Models
    NonLinearModel Nonlinear regression model class
    Model Assessment
    NonLinearModel Nonlinear regression model class

    Generalized Linear Models

    Generalized Linear Regression
    GeneralizedLinearModel Generalized linear regression model class
    Stepwise Regression
    GeneralizedLinearModel Generalized linear regression model class
    Model Assessment
    GeneralizedLinearModel Generalized linear regression model class

    Classification Trees and Regression Trees

    ClassificationPartitionedModel Cross-validated classification model
    ClassificationTree Binary decision tree for classification
    classregtree Classification and regression trees
    CompactClassificationTree Compact classification tree
    CompactRegressionTree Compact regression tree
    RegressionPartitionedModel Cross-validated regression model
    RegressionTree Regression tree

    Support Vector Machines

    CompactClassificationSVM Compact support vector machine for binary classification
    ClassificationSVM Support vector machine for binary classification

    Discriminant Analysis

    ClassificationDiscriminant Discriminant analysis classification
    CompactClassificationDiscriminant Compact discriminant analysis class

    Naive Bayes Classification

    NaiveBayes Flag for non-empty classes

    Nearest Neighbors

    ClassificationKNN k-nearest neighbor classification
    ExhaustiveSearcher Nearest neighbors search using exhaustive search
    KDTreeSearcher Nearest neighbors search using kd-tree

    Model Building and Assessment

    cvpartition Data partitions for cross validation

    Unsupervised Learning

    Gaussian Mixture Models

    gmdistribution Gaussian mixture models

    Cluster Evaluation

    clustering.evaluation.CalinskiHarabaszEvaluation Calinski-Harabasz criterion clustering evaluation object
    clustering.evaluation.DaviesBouldinEvaluation Davies-Bouldin criterion clustering evaluation object
    clustering.evaluation.GapEvaluation Gap criterion clustering evaluation object
    clustering.evaluation.SilhouetteEvaluation Silhouette criterion clustering evaluation object

    Ensemble Learning

    Boosting

    ClassificationEnsemble Ensemble classifier
    ClassificationPartitionedEnsemble Cross-validated classification ensemble
    CompactClassificationEnsemble Compact classification ensemble class
    RegressionEnsemble Ensemble regression
    RegressionPartitionedEnsemble Cross-validated regression ensemble
    CompactRegressionEnsemble Compact regression ensemble class

    Bagging

    ClassificationBaggedEnsemble Classification ensemble grown by resampling
    CompactTreeBagger Compact ensemble of decision trees grown by bootstrap aggregation
    RegressionBaggedEnsemble Regression ensemble grown by resampling
    TreeBagger Names of classes

    Multivariate Data Analysis

    Repeated Measures and MANOVA

    RepeatedMeasuresModel Repeated measures model class

    Cluster Analysis

    Gaussian Mixture Models

    gmdistribution Gaussian mixture models

    Industrial Statistics

    Design of Experiments (DOE)

    Quasi-Random Designs

    haltonset Halton quasi-random point sets
    qrandstream Quasi-random number streams
    sobolset Sobol quasi-random point sets
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