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Functions in Neural Network Toolbox

  • By Category | Alphabetical List
  • Function Approximation and Nonlinear Regression

    nnstart Neural network getting started GUI
    nftool Neural network fitting tool
    view View neural network
    fitnet Function fitting neural network
    feedforwardnet Feedforward neural network
    cascadeforwardnet Cascade-forward neural network
    train Train neural network
    trainlm Levenberg-Marquardt backpropagation
    trainbr Bayesian regulation backpropagation
    trainscg Scaled conjugate gradient backpropagation
    trainrp Resilient backpropagation
    mse Mean squared normalized error performance function
    regression Linear regression
    ploterrhist Plot error histogram
    plotfit Plot function fit
    plotperform Plot network performance
    plotregression Plot linear regression
    plottrainstate Plot training state values
    genFunction Generate MATLAB function for simulating neural network

    Pattern Recognition and Classification

    nnstart Neural network getting started GUI
    nprtool Neural network pattern recognition tool
    view View neural network
    patternnet Pattern recognition network
    train Train neural network
    trainlm Levenberg-Marquardt backpropagation
    trainbr Bayesian regulation backpropagation
    trainscg Scaled conjugate gradient backpropagation
    trainrp Resilient backpropagation
    mse Mean squared normalized error performance function
    regression Linear regression
    roc Receiver operating characteristic
    plotconfusion Plot classification confusion matrix
    ploterrhist Plot error histogram
    plotperform Plot network performance
    plotregression Plot linear regression
    plotroc Plot receiver operating characteristic
    plottrainstate Plot training state values
    crossentropy Neural network performance
    genFunction Generate MATLAB function for simulating neural network

    Clustering

    Self-Organizing Maps

    nnstart Neural network getting started GUI
    nctool Neural network classification or clustering tool
    view View neural network
    selforgmap Self-organizing map
    train Train neural network
    plotsomhits Plot self-organizing map sample hits
    plotsomnc Plot self-organizing map neighbor connections
    plotsomnd Plot self-organizing map neighbor distances
    plotsomplanes Plot self-organizing map weight planes
    plotsompos Plot self-organizing map weight positions
    plotsomtop Plot self-organizing map topology
    genFunction Generate MATLAB function for simulating neural network

    Competitive Layers

    competlayer Competitive layer
    view View neural network
    train Train neural network
    trainru Unsupervised random order weight/bias training
    learnk Kohonen weight learning function
    learncon Conscience bias learning function
    genFunction Generate MATLAB function for simulating neural network

    Time Series and Dynamic Systems

    Modeling and Prediction with NARX and Time-Delay Networks

    nnstart Neural network getting started GUI
    ntstool Neural network time series tool
    view View neural network
    timedelaynet Time delay neural network
    narxnet Nonlinear autoregressive neural network with external input
    narnet Nonlinear autoregressive neural network
    layrecnet Layer recurrent neural network
    distdelaynet Distributed delay network
    train Train neural network
    gensim Generate Simulink block for neural network simulation
    adddelay Add delay to neural network response
    removedelay Remove delay to neural network's response
    closeloop Convert neural network open-loop feedback to closed loop
    openloop Convert neural network closed-loop feedback to open loop
    ploterrhist Plot error histogram
    plotinerrcorr Plot input to error time-series cross correlation
    plotregression Plot linear regression
    plotresponse Plot dynamic network time series response
    ploterrcorr Plot autocorrelation of error time series
    genFunction Generate MATLAB function for simulating neural network

    Creating Simulink Models

    gensim Generate Simulink block for neural network simulation
    setsiminit Set neural network Simulink block initial conditions
    getsiminit Get Simulink neural network block initial input and layer delays states
    sim2nndata Convert Simulink time series to neural network data
    nndata2sim Convert neural network data to Simulink time series

    Define Neural Network Architectures

    network Create custom neural network
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