Self-Organizing Map - Simple demonstration by George Azzopardi

A simple and neat implementation of a self-organizing map algorithm (vector quantization, selforganizing map, neural networks)

SOMSimple(nfeatures, ndim, nepochs, ntrainingvectors, eta0,...

Jordan Recurrent Neural Network for Data Classification Algorithm by Arnav Goel

Development of Data Classification Algorithm of randomized sequences using Jordan RNN (neural networks, simulation, mathematics)

newjor(varargin)

Support Vector Neural Network (SVNN) by Oswaldo Ludwig

A new training method for MLP neural networks based on the same principles of SVM. (neural networks, machine learning, maximummargin princip...)

SVNN.m

[acc,estimated]=sim_NN(W1,W2,b1,b2,X,t)

Siegert Neuron by Peter O'Connor

The Siegert Neuron has a transfer function equivalent to a leaky integrate-and-fire neuron. (siegert, integrate and fire, spiking neurons)

y=siegert(x,w,P)

ANFIS for 2 dof robot by saurabh korgaonkar

anfis function is used to create a neural network to solve the inverse kinematics problem (anfis, neural networks, inverse kinematics)

DK47(q5,q6)

coordinates(in1,Q5,Q6)

trialdata.m

Multilayer Perceptron Neural Network Model and Backpropagation Algorithm for Simulink by Marcelo Fernandes

Multilayer Perceptron Neural Network Model and Backpropagation Algorithm for Simulink. (ann, multilayer perceptron, artificial neural net...)

ANN_MLP_BP_Batch_Mode_Training

ANN_MLP_BP_Incremental_Mode_Training

Neural Network Classifiers by Sebastien PARIS

Mex implementation of 3 majors neural networks classifiers. (grlvq, h2mglvq, statistics)

test_NN

basicroc.m

ini_proto.m

A perceptron learns to perform a binary NAND function by F.Ozgur CATAK

A perceptron learns to perform a binary NAND function on inputs x0,x1,x2 (artifical intelligenc..., neural networks, perceptron)

PerceptronImpl.m

OCR Urdu Compound Optical Character Recognition code and Thesis by zaheer ahmad

Optical Character Recognition(OCR) for Urdu & Arabic compound characters using Neural Netwrok (arabic, neural networks, ocr)

Alpha4Test()

Alpha4Train(rw,cl)

AlphaMixed4Train()

Face Detection System by Omid Sakhi

Face Detection using Gabor feature extraction and neural network (face detection, application, eye detection in matl...)

drawrec (in,w)

gabor (w,nu,mu,Kmax,f,sig)

im2vec (W27x18)

MMGDX: a maximum-margin training method for neural networks by Oswaldo Ludwig

Maximum-margin training method applicable to MLP in the context of binary classification. (neural networks, machine intelligence, machine learning)

[Nor,W1,W2,b1,b2]=train_MMGDX(F_train,t_train,nneu)

[acc,estimated]=sim_MMGDX(Nor,W1,W2,b1,b2,X,t)

Gradient from Neural Network by Alan Jennings

Function that takes a NN and creates a new NN that gives the gradient. (neural networks, function, gradient)

NN_DerivativeValidate

NN_GradientFunction(net)

create text matrix by Avishalom

takes a string, returns a matrix of 1s and 0s. text string is 'painted' by 1s on a background of 0s (handwriting, graphics, neural networks)

createtext (txt)

SGONG-Color Reduction by Nikos Papamarkos

Color Reduction using a self growing and self organized neural network (color reduction, neural networks, neural gas)

About(varargin)

SGONGdemo(varargin)

Y=hilbert(X)

Non-directional transient cells by Massimiliano Versace

The code simulates magnocellular cells in Retina and lateral geniculate nucleus. (simulations, neural networks, visual cortex)

NDTCgui(varargin)

[X,Z,B]=NDTC_example_sim(Lstr,Ldur,B1,K2)

[x_t2,z_t2,B_t2]=NDTransientCells(x_t1,z_t1,I_t1,B1,K2,Tb)

Excitatory and inhibitory post-synaptic potentials by Massimiliano Versace

This code demonstrates Excitatory and Inhibitory Postsynaptic Potentials on a neuron. (spiking neurons, simulation, izhikevich neurons)

epsp(taur,tauf,dt,W,I, g, C)

epsp_ipsp(eVal,iVal)

epsp_ipsp_gui(varargin)

Fuzzy Logic Toolbox Add-On by Antonio Javier Barragán Piña

Adds new utilities to Fuzzy Control System Toolbox interesting for Fuzzy Control Systems. (fuzzy logic, neural networks, fuzzy logic toolbox a...)

fis2txt.m

fuzcomb.m

fuzeval.m

Biased ARTMAP by Massimiliano Versace

Biased ARTMAP (bARTMAP) introduces an improvement to Default ARTMAP neural networks. (neural networks, simulation, modeling)

ART_depleter_new(sampleNumber,weight_j,A,e_Attention,lambda...

DEFARTMAP_Classify(artmap, testdata)

DEFARTMAP_Classify_Fast(artmap, testdata)

Diffusive filling-in by Massimiliano Versace

The package contains a MATLAB implementation of diffusive filing-in model. (neural networks, perception, visual cortex)

CenterSurround1D(c)

Filling_in(varargin)

filling1D2N(q,u)

CONFIGR (CONtour FIgure and GRound) by Massimiliano Versace

CONFIGR (CONtour FIgure and GRound) is a model that performs long-range contour completion. (image processing, biological models vis..., neural networks)

A=sign01(B);

A=sign02(B);

ImageColor=SimpleRoadImage(Iin)

Fuzzy ARTMAP by Massimiliano Versace

This package contains an implementation of Fuzzy ARTMAP. (adaptive resonance th..., cns technology lab, demo)

ARTMAPgui(varargin)

ART_Activate_Categories(input, weight, bias, net)

ART_depleter_new(sampleNumber,weight_j,A,e_Attention,lambda...

Complement Coding by Massimiliano Versace

Complement Coding can be used to preprocess and normalize neural network input. (neural networks, reprocessing, adapive resonance the...)

Complement_Code(data,varargin)

compgui(varargin)

complement_example(varargin)

Simple cells (visual cortex) by Massimiliano Versace

One-dimensional stand-alone implementation of a model of a cortical simple cell (neural networks, visual cortex, simple cells)

main_gui(varargin)

run_example(varargin)

simplecell(data,varargin)

MOtion DEcision (MODE) model by Massimiliano Versace

MOtion DEcision (MODE) model is a neural model of perceptual decision-making. (neural networks, mathematics, signal processing)

FDnew(varargin)

MODEgui(varargin)

RTnew(varargin)

GUI4GUI by Massimiliano Versace

A GUI for building GUIs (simulation, modeling, neural networks)

Fixed_duration_task_GUI(varargin)

Menu_creation_gui(varargin)

Reaction_time_task_GUI(varargin)

Complex Optimization of a Recurrent Neural Network by Travis Wiens

Shows how to use the complex method to optimize a black-box neural network model of a load-sensing h (fuzzy logic, neural network, complex)

P=W_to_param(W,N_in);

W=params_to_W(P,N_in);

[W]=initializegnn_static(m,n,N_h,overlapfactor)

Run WEKA from MATLAB by Gerald Augusto Corzo Perez

Link WEKA and Matlab and run Model Trees, NNs, support vector regression, Linear R, etc (model tree, neural networks, support vector regres...)

Back Propogation Algorithm by Anshuman Gupta

The code implements the Back prop algorithm for MLPs. (learning algorithms, mlp, neural networks)

[W,B,delw]=initialise(l,no)

BacProp.m

plotter.m

Neural Network for pattern recognition- Tutorial by Alaa Eleyan

simple 3 class recognition using back propagation neural networks (3 class, application, example)

NN_tutorial.m

Linear matrix-based neural network by Povilas Daniu?is

A novel learning algorithm for matrix-based data (fuzzy logic, neural networks, small sample)

[u,v]=nMatReg(X,y,M,N,lambda)

GUI for fuzzy based Washing Machine by Rakesh patel

design washing machine using fuzzy logic (washing machine, fuzzy logic, neural networks)

gui1(varargin)

help1(varargin)

ANN by Giampiero Campa

Adaptive Neural Networks (neural networks, adaline, adaptive neural netwo...)

demos

contents.m

ann

Neural Network training using the Extended Kalman Filter by Yi Cao

A function using the extended Kalman filter to train MLP neural networks (extended kalman filte..., neural networks, parameter estimation)

[theta,P,e]=nnekf(theta,P,x,y,Q,R)

Neural Network training using the Unscented Kalman Filter by Yi Cao

A function using the unscented Kalman filter to train MLP neural networks (unscented kalman filt..., parameter estimation, neural networks)

[theta,P,e]=nnukf(theta,P,x,y,Q,R)

Synfire by Thomas Templin

Simplified version of synfire chain in cortical network à la Abeles, Bienenstock, and Diesmann et a (fuzzy logic, neural networks, computational neurosc...)

synfire.m

Function Approximation Using Neural Network Without using Toolbox by alireza KashaniPour

This code implements the basic backpropagation of error learning algorithm (error learning algori..., function approximatio..., neural network)

mlp.m

Mackey-Glass Time Series Forecasting using Method 1 Single Stage Fuzzy Forecaster by Satvir Singh

For Mackey-Glass Time Series Forecasting : Method 1 Fuzzy Forecaster (forecasting, mackeyglass, fuzzy)

mgts(nm);

st1(mydata, n)

ttsf(mydata) % Test Time Series Forecasting

PLANT IDENTIFICATION AND CONTROL USING A NEURAL by Cosme Rafael Marcano-Gamero

An example of using Matlab Neural Toolbox (identification, article, whitepaper)

Simplified Fuzzy ARTMAP Neural Network by E Akbas

Implementation of Simplified Fuzzy ARTMAP Neural Network. (fuzzy logic, neural networks, fuzzy artmap)

classify(data, net, labels, debug);

create_network(num_features, varargin)

sfam_demo

Fuzzy TYPE - 2 by Farhat Masood

Various FuzzyTYPE-2 Operations (fuzzy logic, fuzzy systems, fuzzytype2)

[M,c0,sigma,sigmax]=train_sfls_1(X,D,M,sigma,c0,alpha);

[M,c0,sigma]=train_sfls_1(X,D,M,sigma,c0,alpha);

[M,c0,sigma]=train_tsk_type1(X,D,M,sigma,C,alpha);

Neural Network Programs by Madhu S. Nair

Neural Network Example Programs (forward, propagation, back)

CR()

delta.m

ff1.m

S-SOFM Toolbox by Alexandros Leontitsis

A toolbox to implement Spherical Self-Organizing Feature Maps (fuzzy logic, neural networks, spherical self organi...)

C=sphereneigh(X,radius)

[X,h]=trig(n)

[Y,h]=glyph(X,r,c)

Fuzzy Approximation by Night KNight

This is a simple function approximation method I (fuzzy logic, neural networks, fuzzy approximation)

g=isinrange(a,b,c)

fuzzy_appx.m

Clustering and Data Analysis Toolbox by Janos Abonyi

The toolbox provides four categories of functions. (cluster validity, neural networks, cmeans)

FCMclust(data,param)

FuzSam(proj,result,param)

GGclust(data,param)

Neural Networks: A Comprehensive Foundation, 2e book Companion Software by Simon Haykin

Companion Software for Neural Networks: A Comprehensive Foundation, 2e book (companion software, neural and fuzzy syst..., haykin)

A=bpm_dec_bnds(W1, b1, W2, b2, st_sz)

B=colmult(A, vec)

B=sgn(A)

Evalfis Plus Fuzzy Exponentials by Rogério Andrade Flauzino

This functions eval a Fis extructure using fuzzy exponentials. (evalfis, fuzzy exponentials, fuzzy systems)

y=evalFisBetter(x,fisMat)

Mathematical Modeling of Electrotechnological Devices by Borislav Dimitrov

Mathematical modeling of electro-resistance furnace. (electroresistance fur..., neural networks, fuzzy logic)

CoEx3(t,y);

ExRK3 (t,y)

comCoEx3.m

NESim by Chris Eliasmith

General package for large-scale biologically plausible simulations (with GUI). (neural and fuzzy syst..., neural simulation, neural networks)

EnsembleInfo(filename)

RunSimulation(Method,tauSyn)

a=genActivities(NeuronParms,Rvalues,Type)

Fuzzy ART and Fuzzy ARTMAP Neural Networks by Aaron Garrett

This package allows creation, training, and testing of ART and ARTMAP neural networks. (fuzzy art artmap adap..., fuzzy logic, neural networks)

ARTMAP_Add_New_Category(weight, mapField)

ARTMAP_Classify(artmap_network, data)

ARTMAP_Create_Network(numFeatures, numClasses)

@LONG by Ignacio del Valle Alles

Avoid NaNs, Infs. (fuzzy logic, neural networks, long class range nan ...)

long(varargin)