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updated 2 years ago

Multi Class SVM by Cody

Model and classify training/test data sets into more than 2 classes with SVM. (svm, multiclass svm, support vector machin...)

multisvm(TrainingSet,GroupTrain,TestSet)

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updated 5 months ago

Machine Learning with MATLAB by Abhishek Gupta

These are the supporting MATLAB files for the MathWorks webinar of the same name. (blackbox modeling, nonparametric, partitional clusterin...)

Clustering Corporate Bonds

Machine Learning using MATLAB

ImportBankData(filename, startRow, endRow)

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updated 6 years ago

Monte Carlo simulations using MATLAB by Vincent Leclercq

Demonstrations of Monte Carlo simulations in MATLAB (finance, modeling, analysis)

BlsHalton(S0,X,r,T,sigma,NPoints)

BlsMC(S0,X,r,T,sigma,NRepl)

BlsMCAV(S0,X,r,T,sigma,NRepl)

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updated almost 2 years ago

Iterative Closest Point by Jakob Wilm

An implementation of various ICP (iterative closest point) features. (icp, iterative closest poi..., bestfit)

icp(q,p,varargin)

demo.m

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updated 1 year ago

Content Based Image Retrieval by Chez

Simple content based image retrieval for demonstration purposes. Either using knn or classification (image retrieval, content based image r..., classification)

L1(numOfReturnedImages, queryImageFeatureVector, dataset)

L2(numOfReturnedImages, queryImageFeatureVector, dataset,...

[obj, overall]=confMatPlot(confMat, opt)

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updated 3 years ago

Electricity Load and Price Forecasting Webinar Case Study by Ameya Deoras

Slides and MATLAB® code for the day-ahead system load and price forecasting case study. (electricity, energy trading, model)

Electricity Load Forecasting using Neural Networks

Electricity Price Forecasting with Neural Networks

Load Forecasting using Bagged Regression Trees

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updated 2 years ago

Fit all valid parametric probability distributions to data by Mike Sheppard

ALLFITDIST Fit all valid parametric probability distributions to data. (simulation, statistics, finance)

allfitdist(data,sortby,varargin)

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updated 2 years ago

Fast and efficient spectral clustering by Ingo

Perform fast and efficient spectral clustering algorithms (spectral clustering c..., toolbox)

SimGraph_Epsilon(M, epsilon)

SimGraph_Full(M, sigma)

SimGraph_NearestNeighbors(M, k, Type, sigma)

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updated 2 years ago

Circular Statistics Toolbox (Directional Statistics) by Philipp Berens

Compute descriptive and inferential statistics for circular or directional data. (statistics, probability, circular statistic)

circ_ang2rad(alpha)

circ_axial(alpha, p)

circ_axialmean(alphas, m, dim)

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updated almost 3 years ago

JPEG Compression (DCT) by Vinay Kumar Tadepalli

JPEG compression using Discrete Cosine Transform Technique (image processing, simulation, signal processing)

dct1.m

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updated 2 years ago

Particle filter tutorial by Diego Andrés Alvarez Marín

Implementation of the generic particle filter (particle filter)

particle_filter(sys, yk, pf, resampling_strategy)

example.m

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updated 1 month ago

Improved Digital Image Correlation (DIC) by Elizabeth Jones

Calculate full-field displacements and strains from a set of images with a random speckle pattern. (digital image correla..., experimental mechanic..., noncontact)

...

...

...

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updated 10 years ago

Chaotic Systems Toolbox by Alexandros Leontitsis

Analysis of chaotic systems. (chaos, nonlinear dynamics, time series)

[Y,T]=derivs(x,dim)

[Y,T]=phasespace(x,dim,tau)

[dlogCr,dlogr,dlogCrCI]=vr(logCr,logr,alpha)

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updated 5 years ago

Risk and Asset Allocation by Attilio Meucci

Software for quantitative portfolio and risk management (finance, modeling, analysis)

...

Addition(x,y);

Adendotd(dense, d, sparAd, Ablk, blkstart)

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updated 1 year ago

DWT - SVD robust and secure watermarking scheme by Chez

Watermarking scheme based on DWT and SVD techniques. (watermarking, tamperproofing, steganography)

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updated 1 month ago

Automated Trading with MATLAB - 2012 by Stuart Kozola

Files from the Automated Trading webinar showing X_Trader and QuickFIX/J integration. (x_trader, algorithmic trading, genetic programming)

Algorithmic Trading with MATLAB: Intraday trading

Algorithmic Trading with MATLAB: Moving Average Rule

Algorithmic Trading with MATLAB: Pairs trading

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updated 6 years ago

Repeated Measures ANOVA by Arash Salarian

Single factor repeated measures ANOVA for one or more samples. (anova, unbalanced samples, statistics)

anova_rm(X, displayopt)

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updated 1 month ago

Binary Genetic Algorithm Feature Selection.zip by Oluleye Babatunde

Genetic Algorithm for Feature Selection (genetic algorithm, feature selection, zernike moments)

Binary_Genetic_Algorithm_Hezy_2013

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updated 4 years ago

Algorithmic Trading with MATLAB - 2010 by Stuart Kozola

Files from the November 18, 2010 webinar. (algorithmic trading, trading, moving average)

Algorithmic Trading with MATLAB®: Evolutionary Learning

Algorithmic Trading with MATLAB®: More Signals

Algorithmic Trading with MATLAB®: Moving Average and RSI

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updated 5 years ago

Gaussian Mixture Model (GMM) - Gaussian Mixture Regression (GMR) by Sylvain Calinon

Encoding of data in Gaussian Mixture Model and retrieval through Gaussian Mixture Regression (statistics, probability, gaussian mixture mode...)

EM(Data, Priors0, Mu0, Sigma0)

EM_init_kmeans(Data, nbStates)

GMR(Priors, Mu, Sigma, x, in, out)

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updated 1 year ago

Backtracking Search Optimization Algorithm by PINAR CIVICIOGLU

A new swarm-based global optimization algorithm for real valued numerical optimization problems. (optimization, signal processing, image processing)

FoxHoles(x,mydata)

[fname,fnc,low,up,dim]=setttingOfBenchmarkFnc(i)

ackley(x,mydata)

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updated 2 years ago

Regime Switching Model with Time Varying Transition Probabilities by Zhuanxin Ding

Code for estimating a Markov Regime Switching Model with time varying transition probabilities. (statistics, econometrics and stat...)

[Simul_Out]=MS_Regress_Sim(nr,Coeff,k,distrib)

[Spec_Out]=param2spec_tvtp(param,Spec_Tag,constCoeff,type...

[Spec_Output]=MS_Regress_Fit_tvtp(dep,indep,px,k,S,advOpt)

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updated 8 months ago

Spectral Clustering by Elie

Assemble unknown data into cluster (clustering, cluster, spectral)

spcl(data, nbclusters, varargin)

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updated 14 days ago

labelpoints by Adam Danz

Automatically label points in your plot given x and y values & a string of labels + Outliers option. (labeling, data labels, text)

labelpoints

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updated 1 year ago

Total Least Squares Method by Ivo Petras

Mathematical method known as total least squares or orthogonal regression or error-in-variables. (total least squares, orthogonal regression, errorinvariables)

[Err, min_param]=numerFminD(fun, p, LBa, UBa, xdata, ydat...

[Err, min_param]=numerFminS(fun, p, LBa, UBa, xdata, ydata)

[F, Srez, Scel]=statindexes(XData, YData, a, b)

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updated 1 month ago

Dynamic Copula Toolbox 3.0 by Manthos Vogiatzoglou

Functions to estimate copula GARCH and copula Vine models. (copulas, toolbox, dependence)

ARMAeq(theta, data, spec)

CalcStErrors(MyFunc, theta, data, grad, hessian, spec, so...

CopulaGARCHLogL(theta,data,spec,solver)

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updated 3 years ago

Toolkit on Econometrics and Economics Teaching by Hang Qian

Many MATLAB routines related to econometrics, statistics and introductory economics teaching. (econometrics, bayesian statistics, economic diagrams)

ADAPT_REJECT_SAMPLE.m

AGGREGATE_GIBBS1.m

AGGREGATE_ML1.m

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updated 5 months ago

Bland-Altman and Correlation Plot by Ran Klein

Plots a Bland-Altman and correlation plot for two data sets, including data grouping. (statistical analysis, blandaltman, correlation)

BlandAltman(varargin)

Correlation(varargin)

hout=suptitle(varargin)

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updated 1 month ago

Optometrika by Yury

Fast ray tracing across lenses, prisms, and human eye (optics, optical modeling, ray tracing)

coslens( y, z, args, flag )

ellipse_draw( x0, cv, ax, angle, nvert, color )

ellipse_fill( X, Y, x0, cv, ax, angle, hard )

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updated 6 months ago

Shapiro-Wilk and Shapiro-Francia normality tests. by Ahmed Ben Saïda

Shapiro-Wilk & Shapiro-Francia parametric hypothesis test of composite normality. (statistics, probability, normality test)

swtest.m

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updated 9 months ago

Sound analysis with Matlab Implementation by Hristo Zhivomirov

Time and frequency analysis, measurement of the crest factor, the dynamic range, etc. (signal processing, sound analisys, not a function)

Sound_Analysis.m

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updated 5 years ago

(simple) Tool for estimating the number of clusters by Kaijun Wang

12 validity indices, illustrate estimation of the number of clusters (statistics, probability, validity index)

[AR,RI,MI,HI]=RandIndex(c1,c2)

[indx,ssw,sw,sb]=valid_clusterIndex(data,labels)

daisy(x,vtype,metric)

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updated 1 month ago

Optimal Reactive Power Dispatch(ORPD) using Particle Swarm Optimization(PSO) by kartik pandya

I have solved optimal reactive power dispatch problem using Particle Swarm Optimization method (reactive power optimi..., loss minimization)

ORPD_30bus()

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updated almost 3 years ago

ICAAM - Inverse compositional Active Appearance Models by Luca Vezzaro

An implementation of inverse-compositional Active Appearance Models capable of real-time performance (active appearance mod..., image processing defo...)

annotate(image_path, template_path, varargin)

app_pca(data, var)

asf2annotations(directory)

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updated almost 4 years ago

deleteoutliers by Brett Shoelson

For input vector A, returns a vector B with outliers removed. (statistics, probability, outlier)

deleteoutliers(a,alpha,rep);

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updated almost 9 years ago

EM_GM by Patrick Tsui

An expectation maximization algorithm for learning a multi-dimensional Gaussian mixture. (statistics, probability, expectation maximizat...)

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updated 2 years ago

MATLAB Tools for Scientist by Asawari Samant

Files from the webinar: MATLAB Tools for Scientists- Introduction to Data Analysis and Visualization (dose response, data import, gui)

Characterization of Dose-Response Behavior

Dose Response Analysis

DoseResponseFit(varargin)

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updated 3 years ago

Using MATLAB to Optimize Portfolios with Financial Toolbox by Bob Taylor

Scripts and data to demonstrate the new Portfolio object in Financial Toolbox. (portfolio, optimization, finance)

part1_plot(varargin)

PortfolioDemo

part1_intro.m

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updated 1 year ago

Commodities Trading with MATLAB by Anshuman Mishra

Demos from the 'Commodities Trading with MATLAB' webinar - July 25, 2013. (algorithmic trading, automated trading, trading)

Commodities Trading with MATLAB - Backtesting with varyin...

Commodities Trading with MATLAB - Catch-up strategy acros...

Commodities Trading with MATLAB - Cross Sectional Momentum

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updated 1 year ago

Differential Search Algorithm: A modernized particle swarm optimization algorithm by PINAR CIVICIOGLU

DSA is a modernized particle swarm optimization algorithm. (simulation, optimization, statistics)

ds(method,fnc,mydata,size_of_superorganism,size_of_one_cl...

out=circlefit(X,mydata)

out=weierstrass(X,str)

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updated 25 days ago

Multiclass SVM classifier by Tarek Lajnef

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

Classify_DSVM(test_data,label,svmstruct)

Train_DSVM(train_data,train_label)

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updated 6 years ago

Intraclass Correlation Coefficient (ICC) by Arash Salarian

Calculate any of 6 different ICCs with confidence intervals (statistics, reliability, icc)

ICC(M, type, alpha, r0)

anova_rm(X, displayopt)

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updated 2 years ago

Naive Bayes Classifier by Indraneel Biswas

Script for Naive Bayes Classifier in Matlab 2008a (confusionmat, machine learning, bayes naive classifie...)

confMat=myconfusionmat(v,pv)

NaiveBayesClassifier.m

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updated 6 months ago

TSK Forecasting by Dmitrii Levin

A fuzzy neural network for forecasting time series (fuzzy logic, neural networks, time series)

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updated 5 months ago

STBL: Alpha stable distributions for MATLAB by Mark Veillette

Functions to handle one-dimensional alpha stable distributions (mathematics, probability, statistics)

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updated 9 months ago

Retinal Vessel Detection by Gabor Transform and Machine Learning, a Tutorial by ted p teng

A tutorial on detection of retinal vessels by Gabor transform and machine learning (pattern recognition, vessel segmentaion, machine learning)

Gabor_GLM_FEX.m

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updated 4 years ago

Introduction to Classification by Richard Willey

Files and code from Computational Statistics: Getting Started with Classification using MATLAB® (classificationnaive b..., classification, naive bayes)

WhiteWine.m

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updated 2 years ago

Measures of Analysis of Time Series toolkit (MATS) by Dimitris Kugiumtzis

MATS computes many measures of scalar time series analysis on many time series in one go. (signal processing, simulation, statistics)

AAFTsur(xV,nsur)

AMRBootstrap(xV,arm,nsur)

ARMAfitite(xV,mV,pV,TV)

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updated 3 years ago

Two-way repeated measures ANOVA by Aaron Schurger

Two-way repeated measures ANOVA, for designs with two within-subjects variables. (statistics, probability, repeatedmeasures)

rm_anova2(Y,S,F1,F2,FACTNAMES)

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updated almost 8 years ago

Laplacian random number generator by Elvis Chen

Generate i.i.d. random number drawn from laplacian distribution with specified parameter (statistics, probability, laplacian random numb...)

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