Learn R Programming

⚠️There's a newer version (1.3-9) of this package.Take me there.

rmgarch

The rmgarch package provides a selection of feasible multivariate GARCH models with methods for fitting, filtering, forecasting and simulation with additional support functions for working with the returned objects. At present, the Generalized Orthogonal GARCH using Independent Components Analysis (ICA) (with multivariate Normal, affine NIG and affine GH distributions) and Dynamic Conditional Correlation (with multivariate Normal, Laplace and Student distributions) models are fully implemented, with methods for spec, fit, filter, forecast, simulation, and rolling estimation and forecasting, as well as specialized functions to calculate and work with the weighted portfolio conditional density. The DCC model currently includes the asymmetric DCC (aDCC) and Flexible DCC which allows for separate groupwise dynamics for the correlation. The GARCH-Copula model is also implemented with the multivariate Normal and Student distributions, with dynamic (aDCC) and static estimation of the correlation. The conditional mean can be either univariate ARMA (AR for GO-GARCH), or a VAR model for which a robust alternative is also available. Parallel functionality is implemented almost everywhere since the models benefit from separability in the dynamics.

The stable version is on CRAN.

Copy Link

Version

Install

install.packages('rmgarch')

Monthly Downloads

5,353

Version

1.3-0

License

GPL-3

Maintainer

Alexios Ghalanos

Last Published

December 28th, 2015

Functions in rmgarch (1.3-0)

cgarchfilter-methods

function: Copula-GARCH Filter
DCCforecast-class

class: DCC Forecast Class
goGARCHfilter-class

class: GO-GARCH Filter Class
dccspec-methods

function: DCC-GARCH Specification
DCCfit-class

class: DCC Fit Class
mGARCHfilter-class

Class: Multivariate GARCH Filter Class
DCCtest

Engle and Sheppard Test of Dynamic Correlation
DCCsim-class

class: DCC Forecast Class
dccsim-methods

function: DCC-GARCH Simulation
goGARCHfit-class

class: GO-GARCH Fit Class
fastica

Fast Fixed Point ICA
cGARCHfit-class

class: Copula Fit Class
DCCfilter-class

class: DCC Filter Class
cGARCHspec-class

class: Copula Specification Class
mGARCHfit-class

Class: Multivariate GARCH Fit Class
dji30retw

data: Dow Jones 30 Constituents Closing Value log Weekly Return
mGARCHsim-class

Class: Multivariate GARCH Simulation Class
gogarchforecast-methods

function: GO-GARCH Forecast
dccfilter-methods

function: DCC-GARCH Filter
goGARCHforecast-class

class: GO-GARCH Forecast Class
goGARCHroll-class

class: GO-GARCH Roll Class
gogarchfit-methods

function: GO-GARCH Filter
rmgarch-package

The rmgarch package
cGARCHsim-class

class: Copula Simulation Class
cgarchspec-methods

function: Copula-GARCH Specification
cGARCHfilter-class

class: Copula Filter Class
mGARCHspec-class

Class: Multivariate GARCH Specification
cordist

A Correlation Distance Measure
cgarchfit-methods

function: Copula-GARCH Fit
last-methods

First and Last methods for accessing objects
goGARCHfft-class

Class: GO-GARCH portfolio density
gogarchspec-methods

function: GO-GARCH Specification
fScenario-class

Class "fScenario"
fscenario-methods

Scenario Generation
dccroll-methods

function: DCC-GARCH Rolling Forecast
wmargin

Weighted Distribution Margin
fmoments-methods

Moment Based Forecast Generation
DCCspec-class

class: DCC Specification Class
dccfit-methods

function: DCC-GARCH Fit
goGARCHsim-class

class: GO-GARCH Simultion Class
fMoments-class

Class "fMoments"
goload-methods

Load Scenario from File
varxfit

VARX Fit/Filter/Forecast/Simulation Functions
goGARCHspec-class

class: GO-GARCH Specification Class
mGARCHforecast-class

Class: Multivariate GARCH Forecast Class
DCCroll-class

class: DCC Roll Class
cgarchsim-methods

function: Copula-GARCH Simulation
dccforecast-methods

function: DCC-GARCH Forecast
gogarchsim-methods

function: GO-GARCH Simulation
gogarchroll-methods

function: GO-GARCH Rolling Estimation
mGARCHroll-class

Class: Multivariate GARCH Roll Class
radical

The Robust Accurate, Direct ICA aLgorithm (RADICAL).
gogarchfilter-methods

function: GO-GARCH Filter