Function Reference


Data Preprocessing
GARCH Modeling
Model Specification
Model Visualization
Multiple Time Series
Statistics and Tests
Stochastic Differential Equations
Utilities

Data Preprocessing

hpfilterHodrick-Prescott filter

GARCH Modeling

garchfitEstimate univariate GARCH process parameters
garchpredUnivariate GARCH process forecasting
garchsimUnivariate GARCH process simulation

Model Specification

garchgetGet value of GARCH specification structure parameter
garchsetCreate or modify GARCH specification structure

Model Visualization

garchplotPlot GARCH innovations, volatility, and return series

Multiple Time Series

vgxarConvert VARMA model to pure VAR model
vgxcountCount total and active parameters in a multivariate time series model.
vgxdispDisplay multivariate time series model parameters and standard errors in different formats
vgxgetGet multivariate time series specification parameters
vgxinferInfer innovations of a multivariate time series process
vgxloglikLog-likelihoods of multivariate time series process
vgxmaConvert VARMA model to pure VMA model
vgxplotPlot multivariate time series process
vgxpredTransient forecast response of multivariate time series process
vgxprocMultivariate time series process generated from an innovations process
vgxqualQualify multivariate time series process
vgxsetCreate or modify multivariate time series specification
vgxsimSimulate multivariate time series process
vgxvarxCalibration of VAR or VARX models

Statistics and Tests

aicbicAkaike and Bayesian information criteria
archtestEngle's ARCH test
autocorrAutocorrelation
crosscorrCross-correlation
dfARDTestAugmented Dickey-Fuller unit root test for AR model with drift
dfARTestAugmented Dickey-Fuller unit root test for zero-drift AR model
dfTSTestAugmented Dickey-Fuller unit root test for trend-stationary AR model
lbqtestLjung-Box Q-test
lratiotestLikelihood ratio test
parcorrPartial autocorrelation
ppARDTestPhillips-Perron unit root test for AR(1) model with drift
ppARTestRun Phillips-Perron unit root test for zero-drift AR(1) model
ppTSTestPhillips-Perron unit root test for trend-stationary AR(1) model

Stochastic Differential Equations

bmBrownian motion models
cevConstruct constant elasticity of variance models (objects of class CEV)
cirCox-Ingersoll-Ross mean-reverting square root diffusion models
diffusionConstruct diffusion-rate model components
driftConstruct drift-rate model components
gbmGeometric Brownian motion models
hestonHeston stochastic volatility models
hwvHull-White/Vasicek mean-reverting Gaussian diffusion models
interpolateBrownian interpolation of stochastic differential equations
sdeConstruct stochastic differential equation models
sdeddoConstruct stochastic differential equation from drift and diffusion models
sdeldConstruct stochastic differential equation from linear drift-rate models
sdemrdConstruct stochastic differential equation from mean-reverting drift-rate models
simByEulerEuler simulation of stochastic differential equations (SDEs)
simBySolutionSimulate approximate solution of diagonal-drift HWV and GBM processes
simulateSimulate multivariate stochastic differential equations (SDEs)
ts2funcConvert time series to functions of time and state

Utilities

garcharConvert finite-order ARMA models to infinite-order AR models
garchcountCount number of GARCH estimation coefficients
garchdispDisplay GARCH process estimation results
garchinferInfer GARCH innovation processes from return series
garchmaConvert finite-order ARMA models to infinite-order MA models
lagmatrixLagged time series matrix
price2retConvert price series to return series
ret2priceConvert return series to price series
  


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