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Overview of package fGarch

fGarch-package fGarch
Modelling heterskedasticity in financial time series
fGarchData dem2gbp sp500dge
Time series datasets
garchSim()
Simulate univariate GARCH/APARCH time series

Fit GARCH-type models

garchFit() garchKappa() .gogarchFit()
Fit univariate and multivariate GARCH-type models
garchSpec()
Univariate GARCH/APARCH time series specification
garchFitControl()
Control GARCH fitting algorithms

Classes

fGARCH-class show,fGARCH-method update,fGARCH-method
Class "fGARCH" - fitted ARMA-GARCH/APARCH models
fGARCHSPEC-class show,fGARCHSPEC-method update,fGARCHSPEC-method
Class "fGARCHSPEC"

Exploring and computing on ‘fGARCH’ objects

tsdiag(<fGARCH>)
Diagnostic plots and statistics for fitted GARCH models
plot(<fGARCH>,<missing>)
GARCH plot methods
summary-methods summary summary,fGARCH-method
GARCH summary methods
coef-methods coef coef,fGARCH-method coef,fGARCHSPEC-method
GARCH coefficients methods
fitted-methods fitted fitted,fGARCH-method
Extract GARCH model fitted values
formula-methods formula formula,fGARCH-method
Extract GARCH model formula
predict(<fGARCH>)
GARCH prediction function
residuals(<fGARCH>)
Extract GARCH model residuals
volatility(<fGARCH>)
Extract GARCH model volatility
VaR(<fGARCH>) ES(<fGARCH>)
Compute Value-at-Risk (VaR) and expected shortfall (ES)

Standardized distributions

absMoments()
Absolute moments of GARCH distributions
dstd() pstd() qstd() rstd()
Standardized Student-t distribution
dged() pged() qged() rged()
Standardized generalized error distribution

Skewed standardized distributions

dsnorm() psnorm() qsnorm() rsnorm()
Skew normal distribution
dsstd() psstd() qsstd() rsstd()
Skew Student-t distribution
dsged() psged() qsged() rsged()
Skew generalized error distribution

Fit standardized distributions

stdFit()
Student-t distribution parameter estimation
gedFit()
Generalized error distribution parameter estimation
snormFit()
Skew normal distribution parameter estimation
sstdFit()
Skew Student-t distribution parameter estimation
sgedFit()
Skew generalized error distribution parameter estimation

Visualize standardized distributions

stdSlider()
Student-t distribution slider
gedSlider()
Generalized error distribution slider
snormSlider()
Skew normal distribution slider
sstdSlider()
Skew Student-t distribution slider
sgedSlider()
Skew GED distribution slider

Internal functions and classes