Package: rugarch 1.5-3
rugarch: Univariate GARCH Models
ARFIMA, in-mean, external regressors and various GARCH flavors, with methods for fit, forecast, simulation, inference and plotting.
Authors:
rugarch_1.5-3.tar.gz
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rugarch.pdf |rugarch.html✨
rugarch/json (API)
# Install 'rugarch' in R: |
install.packages('rugarch', repos = c('https://alexiosg.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/alexiosg/rugarch/issues
Last updated 2 months agofrom:a0d2744dd3. Checks:OK: 9. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 22 2024 |
R-4.5-win-x86_64 | OK | Oct 22 2024 |
R-4.5-linux-x86_64 | OK | Oct 22 2024 |
R-4.4-win-x86_64 | OK | Oct 22 2024 |
R-4.4-mac-x86_64 | OK | Oct 22 2024 |
R-4.4-mac-aarch64 | OK | Oct 22 2024 |
R-4.3-win-x86_64 | OK | Oct 22 2024 |
R-4.3-mac-x86_64 | OK | Oct 22 2024 |
R-4.3-mac-aarch64 | OK | Oct 22 2024 |
Exports:arfimacvarfimadistributionarfimafilterarfimafitarfimaforecastarfimapatharfimarollarfimasimarfimaspecas.data.frameautoarfimaBerkowitzTestcoefconfintconvergenceDACTestddistdistplotdkurtosisdskewnessESTestfitdistfittedfpmftseqgeneratefwdgetspecghyptransformGMMTestgofhalflifeHLTestinfocriterialikelihoodmcsTestmovemultifiltermultifitmultiforecastmultispecnewsimpactnyblompdistpersistencepitplotqdistqghqnigquantilerdistreducereportresidualsresumesetbounds<-setfixed<-setstart<-showsigmasignbiasskdomainugarchbenchugarchbootugarchdistributionugarchfilterugarchfitugarchforecastugarchpathugarchrollugarchsimugarchspecuncmeanuncvarianceVaRDurTestVaRlossVaRplotVaRTestvcov
Dependencies:chronDistributionUtilsFNNfracdiffGeneralizedHyperbolickernlabKernSmoothkslatticeMASSMatrixmclustmgcvmulticoolmvtnormnlmenloptrnumDerivpracmaRcppRcppArmadilloRsolnpSkewHyperbolicspdtruncnormxtszoo
Readme and manuals
Help Manual
Help page | Topics |
---|---|
The rugarch package | rugarch-package rugarch |
class: High Level ARFIMA class | ARFIMA-class |
ARFIMAX time series cross validation | arfimacv |
class: ARFIMA Parameter Distribution Class | ARFIMAdistribution-class as.data.frame,ARFIMAdistribution-method show,ARFIMAdistribution-method |
function: ARFIMA Parameter Distribution via Simulation | arfimadistribution arfimadistribution,ANY-method arfimadistribution,ARFIMAfit-method arfimadistribution,ARFIMAspec-method arfimadistribution-methods |
class: ARFIMA Filter Class | ARFIMAfilter-class coef,ARFIMAfilter-method fitted,ARFIMAfilter-method infocriteria,ARFIMAfilter-method likelihood,ARFIMAfilter-method residuals,ARFIMAfilter-method show,ARFIMAfilter-method uncmean,ARFIMAfilter-method |
function: ARFIMA Filtering | arfimafilter arfimafilter,ANY-method arfimafilter,ARFIMAspec-method arfimafilter-methods |
class: ARFIMA Fit Class | ARFIMAfit-class coef,ARFIMAfit-method convergence,ARFIMAfit-method fitted,ARFIMAfit-method getspec,ARFIMAfit-method infocriteria,ARFIMAfit-method likelihood,ARFIMAfit-method reduce,ARFIMAfit-method residuals,ARFIMAfit-method show,ARFIMAfit-method uncmean,ARFIMAfit-method vcov,ARFIMAfit-method |
function: ARFIMA Fit | arfimafit arfimafit,ANY-method arfimafit,ARFIMAspec-method arfimafit-methods |
class: ARFIMA Forecast Class | ARFIMAforecast-class fitted,ARFIMAforecast-method fpm,ARFIMAforecast-method show,ARFIMAforecast-method |
function: ARFIMA Forecasting | arfimaforecast arfimaforecast,ANY-method arfimaforecast,ARFIMAfit-method arfimaforecast,ARFIMAspec-method arfimaforecast-methods |
class: ARFIMA Multiple Filter Class | ARFIMAmultifilter-class coef,ARFIMAmultifilter-method fitted,ARFIMAmultifilter-method likelihood,ARFIMAmultifilter-method residuals,ARFIMAmultifilter-method show,ARFIMAmultifilter-method |
class: ARFIMA Multiple Fit Class | ARFIMAmultifit-class coef,ARFIMAmultifit-method fitted,ARFIMAmultifit-method likelihood,ARFIMAmultifit-method residuals,ARFIMAmultifit-method show,ARFIMAmultifit-method |
class: ARFIMA Multiple Forecast Class | ARFIMAmultiforecast-class fitted,ARFIMAmultiforecast-method show,ARFIMAmultiforecast-method |
class: ARFIMA Multiple Specification Class | ARFIMAmultispec-class show,ARFIMAmultispec-method |
class: ARFIMA Path Simulation Class | ARFIMApath-class fitted,ARFIMApath-method show,ARFIMApath-method |
function: ARFIMA Path Simulation | arfimapath arfimapath,ANY-method arfimapath,ARFIMAspec-method arfimapath-methods |
class: ARFIMA Rolling Forecast Class | ARFIMAroll-class as.data.frame,ARFIMAroll-method coef,ARFIMAroll-method fpm,ARFIMAroll-method report,ARFIMAroll-method resume,ARFIMAroll-method show,ARFIMAroll-method |
function: ARFIMA Rolling Density Forecast and Backtesting | arfimaroll arfimaroll,ANY-method arfimaroll,ARFIMAspec-method arfimaroll-methods |
class: ARFIMA Simulation Class | ARFIMAsim-class fitted,ARFIMAsim-method show,ARFIMAsim-method |
function: ARFIMA Simulation | arfimasim arfimasim,ANY-method arfimasim,ARFIMAfit-method arfimasim-methods |
class: ARFIMA Specification Class | ARFIMAspec-class setbounds<-,ARFIMAspec,vector-method setfixed<-,ARFIMAspec,vector-method setstart<-,ARFIMAspec,vector-method show,ARFIMAspec-method uncmean,ARFIMAspec-method |
function: ARFIMA Specification | arfimaspec arfimaspec,ANY-method arfimaspec-methods |
Automatic Model Selection for ARFIMA models | autoarfima |
Berkowitz Density Forecast Likelihood Ratio Test | BerkowitzTest |
Directional Accuracy Test | DACTest |
A small set of utilities to work with some time and date classes. | ftseq generatefwd move |
data: Dow Jones 30 Constituents Closing Value Log Return | dji30ret |
data: Deutschemark/British pound Exchange Rate | dmbp |
Expected Shortfall Test. | ESTest |
class: GARCH Bootstrap Class | GARCHboot-class |
class: GARCH Parameter Distribution Class | GARCHdistribution-class |
class: GARCH Filter Class | GARCHfilter-class |
class: GARCH Fit Class | GARCHfit-class |
class: GARCH Forecast Class | GARCHforecast-class |
class: GARCH Path Simulation Class | GARCHpath-class |
class: GARCH Roll Class | GARCHroll-class |
class: GARCH Simulation Class | GARCHsim-class |
class: GARCH Spec Class | GARCHspec-class |
class: GARCH Tests Class | GARCHtests-class |
Distribution: Generalized Hyperbolic Transformation and Scaling | ghyptransform |
The GMM Orthogonality Test of Hansen | GMMTest |
The Non-Parametric Density Test of Hong and Li | HLTest |
Model Confidence Set Test | mcsTest |
function: Univariate GARCH and ARFIMA Multiple Filtering | multifilter multifilter,ANY-method multifilter,ARFIMAmultifit-method multifilter,ARFIMAmultispec-method multifilter,uGARCHmultifit-method multifilter,uGARCHmultispec-method multifilter-methods |
function: Univariate GARCH and ARFIMA Multiple Fitting | multifit multifit,ANY-method multifit,ARFIMAmultispec-method multifit,uGARCHmultispec-method multifit-methods |
function: Univariate GARCH and ARFIMA Multiple Forecasting | multiforecast multiforecast,ANY-method multiforecast,ARFIMAmultifit-method multiforecast,ARFIMAmultispec-method multiforecast,uGARCHmultifit-method multiforecast,uGARCHmultispec-method multiforecast-methods |
function: Univariate multiple GARCH Specification | multispec multispec,ANY-method multispec,vector-method multispec-methods |
Functions exported for use in rmgarch | qgh qnig |
class: rGARCH Class | rGARCH-class |
Distribution: rugarch distribution functions | ddist distplot dkurtosis dskewness fitdist pdist qdist rdist rgarchdist skdomain |
data: Standard and Poors 500 Closing Value Log Return | sp500ret |
data: SPDR Standard and Poors 500 Open-Close Daily Return and Realized Kernel Volatility | spyreal |
Benchmark: The Benchmark Test Suite | ugarchbench |
class: Univariate GARCH Bootstrap Class | as.data.frame,uGARCHboot-method plot,uGARCHboot,missing-method show,uGARCHboot-method uGARCHboot-class |
function: Univariate GARCH Forecast via Bootstrap | ugarchboot ugarchboot,ANY-method ugarchboot,uGARCHfit-method ugarchboot,uGARCHspec-method ugarchboot-methods |
class: Univariate GARCH Parameter Distribution Class | as.data.frame,uGARCHdistribution-method plot,uGARCHdistribution,missing-method show,uGARCHdistribution-method uGARCHdistribution-class |
function: Univariate GARCH Parameter Distribution via Simulation | ugarchdistribution ugarchdistribution,ANY-method ugarchdistribution,uGARCHfit-method ugarchdistribution,uGARCHspec-method ugarchdistribution-methods |
class: Univariate GARCH Filter Class | coef,uGARCHfilter-method fitted,uGARCHfilter-method gof,uGARCHfilter,numeric-method halflife,uGARCHfilter,missing,missing,missing,missing-method infocriteria,uGARCHfilter-method likelihood,uGARCHfilter-method newsimpact,uGARCHfilter-method persistence,uGARCHfilter,missing,missing,missing,missing-method pit,uGARCHfilter-method plot,uGARCHfilter,missing-method quantile,uGARCHfilter-method residuals,uGARCHfilter-method show,uGARCHfilter-method sigma,uGARCHfilter-method signbias,uGARCHfilter-method uGARCHfilter-class uncmean,uGARCHfilter-method uncvariance,uGARCHfilter,missing,missing,missing,missing,missing-method |
function: Univariate GARCH Filtering | ugarchfilter ugarchfilter,ANY-method ugarchfilter,uGARCHspec-method ugarchfilter-methods |
class: Univariate GARCH Fit Class | coef,uGARCHfit-method confint,uGARCHfit-method convergence convergence,ANY-method convergence,uGARCHfit-method fitted,uGARCHfit-method getspec getspec,ANY-method getspec,uGARCHfit-method gof gof,ANY,ANY-method gof,uGARCHfit,numeric-method halflife halflife,ANY,ANY,ANY,ANY,ANY-method halflife,missing,numeric,character,character,ANY-method halflife,uGARCHfit,missing,missing,missing,missing-method infocriteria infocriteria,ANY-method infocriteria,uGARCHfit-method likelihood likelihood,ANY-method likelihood,uGARCHfit-method newsimpact newsimpact,ANY-method newsimpact,uGARCHfit-method nyblom nyblom,ANY-method nyblom,uGARCHfit-method persistence persistence,ANY,ANY,ANY,ANY,ANY-method persistence,missing,numeric,character,character,ANY-method persistence,uGARCHfit,missing,missing,missing,missing-method pit pit,ANY-method pit,uGARCHfit-method plot,uGARCHfit,missing-method quantile,uGARCHfit-method reduce reduce,ANY-method reduce,uGARCHfit-method residuals,uGARCHfit-method show,uGARCHfit-method sigma sigma,ANY-method sigma,uGARCHfit-method signbias signbias,ANY-method signbias,uGARCHfit-method signbias-methods uGARCHfit-class uncmean uncmean,ANY-method uncmean,uGARCHfit-method uncvariance uncvariance,ANY,ANY,ANY,ANY,ANY,ANY-method uncvariance,missing,numeric,character,character,ANY,ANY-method uncvariance,uGARCHfit,missing,missing,missing,missing,missing-method vcov,uGARCHfit-method |
function: Univariate GARCH Fitting | ugarchfit ugarchfit,ANY-method ugarchfit,uGARCHspec-method ugarchfit-methods |
class: Univariate GARCH Forecast Class | fitted,uGARCHforecast-method fpm fpm,ANY-method fpm,uGARCHforecast-method plot,uGARCHforecast,missing-method quantile,uGARCHforecast-method show,uGARCHforecast-method sigma,uGARCHforecast-method uGARCHforecast-class |
function: Univariate GARCH Forecasting | ugarchforecast ugarchforecast,ANY-method ugarchforecast,uGARCHfit-method ugarchforecast,uGARCHspec-method ugarchforecast-methods |
class: Univariate GARCH Multiple Filter Class | coef,uGARCHmultifilter-method fitted,uGARCHmultifilter-method likelihood,uGARCHmultifilter-method residuals,uGARCHmultifilter-method show,uGARCHmultifilter-method sigma,uGARCHmultifilter-method uGARCHmultifilter-class |
class: Univariate GARCH Multiple Fit Class | coef,uGARCHmultifit-method fitted,uGARCHmultifit-method likelihood,uGARCHmultifit-method residuals,uGARCHmultifit-method show,uGARCHmultifit-method sigma,uGARCHmultifit-method uGARCHmultifit-class |
class: Univariate GARCH Multiple Forecast Class | fitted,uGARCHmultiforecast-method show,uGARCHmultiforecast-method sigma,uGARCHmultiforecast-method uGARCHmultiforecast-class |
class: Univariate GARCH Multiple Specification Class | show,uGARCHmultispec-method uGARCHmultispec-class |
class: Univariate GARCH Path Simulation Class | fitted,uGARCHpath-method plot,uGARCHpath,missing-method quantile,uGARCHpath-method show,uGARCHpath-method sigma,uGARCHpath-method uGARCHpath-class |
function: Univariate GARCH Path Simulation | ugarchpath ugarchpath,ANY-method ugarchpath,uGARCHspec-method ugarchpath-methods |
class: Univariate GARCH Rolling Forecast Class | as.data.frame,uGARCHroll-method coef,uGARCHroll-method convergence,uGARCHroll-method fpm,uGARCHroll-method pit,uGARCHroll-method plot,uGARCHroll,missing-method quantile,uGARCHroll-method report report,ANY-method report,uGARCHroll-method resume resume,ANY-method resume,uGARCHroll-method show,uGARCHroll-method uGARCHroll-class |
function: Univariate GARCH Rolling Density Forecast and Backtesting | ugarchroll ugarchroll,ANY-method ugarchroll,uGARCHspec-method ugarchroll-methods |
class: Univariate GARCH Simulation Class | fitted,uGARCHsim-method plot,uGARCHsim,missing-method quantile,uGARCHsim-method show,uGARCHsim-method sigma,uGARCHsim-method uGARCHsim-class |
function: Univariate GARCH Simulation | ugarchsim ugarchsim,ANY-method ugarchsim,uGARCHfit-method ugarchsim-methods |
class: Univariate GARCH Specification Class | halflife,uGARCHspec,missing,missing,missing,missing-method persistence,uGARCHspec,missing,missing,missing,missing-method setbounds<- setbounds<-,ANY,ANY-method setbounds<-,uGARCHspec,vector-method setfixed<- setfixed<-,ANY,ANY-method setfixed<-,uGARCHspec,vector-method setstart<- setstart<-,ANY,ANY-method setstart<-,uGARCHspec,vector-method show,uGARCHspec-method uGARCHspec-class uncmean,uGARCHspec-method uncvariance,uGARCHspec,missing,missing,missing,missing,missing-method |
function: Univariate GARCH Specification | ugarchspec ugarchspec,ANY-method ugarchspec-methods |
VaR Duration Test | VaRDurTest |
Value at Risk loss function of Gonzalez-Rivera, Lee, and Mishra (2004) | VaRloss |
Value at Risk Exceedances plot | VaRplot |
Value at Risk Exceedances Test | VaRTest |