معرفی 200 تولباکس متلب

در این پست قصد داریم 200 تولباکس  متلب (ToolBox) کاربردی را معرفی نماییم. این تولباکس ها در زمینه تحلیل  آنالیز داده ها، محاسبات، هندسه، پردازش سیگنال، گرافیک، صوت، آکوستیک، شبکه عصبی، هوش مصنوعی، موج، حرکت، المان محدود، کنترل، مونت کارلو، الگوریتم ژنتیک و … می باشد. لیست کامل الگوریتم ها به همراه توضیح و لینک مربوط به آنها در ادامه آورده شده است.

ADCPtools – acoustic doppler current profiler data processing

AFDesign – designing analog and digital filters

AIRES – automatic integration of reusable embedded software

Air-Sea – air-sea flux estimates in oceanography

Animation – developing scientific animations

ARfit – estimation of parameters and eigenmodes of multivariate autoregressive methods

ARMASA – power spectrum estimation

AR-Toolkit – computer vision tracking

Auditory – auditory models

b4m – interval arithmetic

Bayes Net – inference and learning for directed graphical models

Binaural Modeling – calculating binaural cross-correlograms of sound

Bode Step – design of control systems with maximized feedback

Bootstrap – for resampling, hypothesis testing and confidence interval estimation

BrainStorm – MEG and EEG data visualization and processing

BSTEX – equation viewer

CALFEM – interactive program for teaching the finite element method

Calibr – for calibrating CCD cameras

Camera Calibration

Captain – non-stationary time series analysis and forecasting

CHMMBOX – for coupled hidden Markov modeling using maximum likelihood EM

Classification – supervised and unsupervised classification algorithms

CLOSID

Cluster – for analysis of Gaussian mixture models for data set clustering

Clustering – cluster analysis

ClusterPack – cluster analysis

COLEA – speech analysis

CompEcon – solving problems in economics and finance

Complex – for estimating temporal and spatial signal complexities

Computational Statistics

Coral – seismic waveform analysis

DACE – kriging approximations to computer models

DAIHM – data assimilation in hydrological and hydrodynamic models

Data Visualization

DBT – radar array processing

DDE-BIFTOOL – bifurcation analysis of delay differential equations

Denoise – for removing noise from signals

DiffMan – solving differential equations on manifolds

Dimensional Analysis –

DIPimage – scientific image processing

Direct – Laplace transform inversion via the direct integration method

DirectSD – analysis and design of computer controlled systems with process-oriented models

DMsuite – differentiation matrix suite

DMTTEQ – design and test time domain equalizer design methods

DrawFilt – drawing digital and analog filters

DSFWAV – spline interpolation with Dean wave solutions

DWT – discrete wavelet transforms

EasyKrig

Econometrics

EEGLAB

EigTool – graphical tool for nonsymmetric eigenproblems

EMSC – separating light scattering and absorbance by extended multiplicative signal correction

Engineering Vibration

FastICA – fixed-point algorithm for ICA and projection pursuit

FDC – flight dynamics and control

FDtools – fractional delay filter design

FlexICA – for independent components analysis

FMBPC – fuzzy model-based predictive control

ForWaRD – Fourier-wavelet regularized deconvolution

FracLab – fractal analysis for signal processing

FSBOX – stepwise forward and backward selection of features using linear regression

GABLE – geometric algebra tutorial

GAOT – genetic algorithm optimization

Garch – estimating and diagnosing heteroskedasticity in time series models

GCE Data – managing, analyzing and displaying data and metadata stored using the GCE data structure specification

GCSV – growing cell structure visualization

GEMANOVA – fitting multilinear ANOVA models

Genetic Algorithm

Geodetic – geodetic calculations

GHSOM – growing hierarchical self-organizing map

glmlab – general linear models

GPIB – wrapper for GPIB library from National Instrument

GTM – generative topographic mapping, a model for density modeling and data visualization

GVF – gradient vector flow for finding 3-D object boundaries

HFRadarmap – converts HF radar data from radial current vectors to total vectors

HFRC – importing, processing and manipulating HF radar data

Hilbert – Hilbert transform by the rational eigenfunction expansion method

HMM – hidden Markov models

HMMBOX – for hidden Markov modeling using maximum likelihood EM

HUTear – auditory modeling

ICALAB – signal and image processing using ICA and higher order statistics

Imputation – analysis of incomplete datasets

IPEM – perception based musical analysis

JMatLink – Matlab Java classes

Kalman – Bayesian Kalman filter

Kalman Filter – filtering, smoothing and parameter estimation (using EM) for linear dynamical systems

KALMTOOL – state estimation of nonlinear systems

Kautz – Kautz filter design

Kriging

LDestimate – estimation of scaling exponents

LDPC – low density parity check codes

LHS – Latin Hypercube Sampling, an efficient Monte Carlo method

LISQ – wavelet lifting scheme on quincunx grids

LKER – Laguerre kernel estimation tool

LMAM-OLMAM – Levenberg Marquardt with Adaptive Momentum algorithm for training feedforward neural networks

Low-Field NMR – for exponential fitting, phase correction of quadrature data and slicing

LPSVM – Newton method for LP support vector machine for machine learning problems

LSDPTOOL – robust control system design using the loop shaping design procedure

LS-SVMlab

LSVM – Lagrangian support vector machine for machine learning problems

Lyngby – functional neuroimaging

MARBOX – for multivariate autogressive modeling and cross-spectral estimation

MatArray – analysis of microarray data

Matrix Computation – constructing test matrices, computing matrix factorizations, visualizing matrices, and direct search optimization

MCAT – Monte Carlo analysis

MDP – Markov decision processes

MESHPART – graph and mesh partioning methods

MILES – maximum likelihood fitting using ordinary least squares algorithms

MIMO – multidimensional code synthesis

Missing – functions for handling missing data values

M_Map – geographic mapping tools

MODCONS – multi-objective control system design

MOEA – multi-objective evolutionary algorithms

MS – estimation of multiscaling exponents

Multiblock – analysis and regression on several data blocks simultaneously

Multiscale Shape Analysis

Music Analysis – feature extraction from raw audio signals for content-based music retrieval

MWM – multifractal wavelet model

NetCDF

Netlab – neural network algorithms

NiDAQ – data acquisition using the NiDAQ library

NEDM – nonlinear economic dynamic models

NMM – numerical methods in Matlab text

NNCTRL – design and simulation of control systems based on neural networks

NNSYSID – neural net based identification of nonlinear dynamic systems

NSVM – newton support vector machine for solving machine learning problems

NURBS – non-uniform rational B-splines

N-way – analysis of multiway data with multilinear models

OpenFEM – finite element development

PCNN – pulse coupled neural networks

Peruna – signal processing and analysis

PhiVis – probabilistic hierarchical interactive visualization, i.e. functions for visual analysis of multivariate continuous data

Planar Manipulator – simulation of n-DOF planar manipulators

PRTools – pattern recognition

psignifit – testing hyptheses about psychometric functions

PSVM – proximal support vector machine for solving machine learning problems

Psychophysics – vision research

PyrTools – multi-scale image processing

RBF – radial basis function neural networks

RBN – simulation of synchronous and asynchronous random boolean networks

ReBEL – sigma-point Kalman filters

Regression – basic multivariate data analysis and regression

Regularization Tools

Regularization Tools XP

Restore Tools

Robot – robotics functions, e.g. kinematics, dynamics and trajectory generation

Robust Calibration – robust calibration in stats

RRMT – rainfall-runoff modelling

SAM – structure and motion

Schwarz-Christoffel – computation of conformal maps to polygonally bounded regions

SDH – smoothed data histogram

SeaGrid – orthogonal grid maker

SEA-MAT – oceanographic analysis

SLS – sparse least squares

SolvOpt – solver for local optimization problems

SOM – self-organizing map

SOSTOOLS – solving sums of squares (SOS) optimization problems

Spatial and Geometric Analysis

Spatial Regression

Spatial Statistics

Spectral Methods

SPM – statistical parametric mapping

SSVM – smooth support vector machine for solving machine learning problems

STATBAG – for linear regression, feature selection, generation of data, and significance testing

StatBox – statistical routines

Statistical Pattern Recognition – pattern recognition methods

Stixbox – statistics

SVM – implements support vector machines

SVM Classifier

Symbolic Robot Dynamics

TEMPLAR – wavelet-based template learning and pattern classification

TextClust – model-based document clustering

TextureSynth – analyzing and synthesizing visual textures

TfMin – continous 3-D minimum time orbit transfer around Earth

Time-Frequency – analyzing non-stationary signals using time-frequency distributions

Tree-Ring – tasks in tree-ring analysis

TSA – uni- and multivariate, stationary and non-stationary time series analysis

TSTOOL – nonlinear time series analysis

T_Tide – harmonic analysis of tides

UTVtools – computing and modifying rank-revealing URV and UTV decompositions

Uvi_Wave – wavelet analysis

varimax – orthogonal rotation of EOFs

VBHMM – variation Bayesian hidden Markov models

VBMFA – variational Bayesian mixtures of factor analyzers

VMT – VRML Molecule Toolbox, for animating results from molecular dynamics experiments

VOICEBOX

VRMLplot – generates interactive VRML 2.0 graphs and animations

VSVtools – computing and modifying symmetric rank-revealing decompositions

WAFO – wave analysis for fatique and oceanography

WarpTB – frequency-warped signal processing

WAVEKIT – wavelet analysis

WaveLab – wavelet analysis

Weeks – Laplace transform inversion via the Weeks method

WetCDF – NetCDF interface

WHMT – wavelet-domain hidden Markov tree models

WInHD – Wavelet-based inverse halftoning via deconvolution

WSCT – weighted sequences clustering toolkit

XMLTree – XML parser

YAADA – analyze single particle mass spectrum data

ZMAP – quantitative seismicity analysis