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VGAMextra (version 0.0-2)

Additions and Extensions of the 'VGAM' Package

Description

Extending the functionalities of the 'VGAM' package with additional functions and datasets. At present, 'VGAMextra' comprises new family functions (ffs) to estimate several time series models by maximum likelihood using Fisher scoring, unlike popular packages in CRAN relying on optim(), including ARMA-GARCH-like models, the Order-(p, d, q) ARIMAX model (non- seasonal), the Order-(p) VAR model, error correction models for cointegrated time series, and ARMA-structures with Student-t errors. For independent data, new ffs to estimate the inverse- Weibull, the inverse-gamma, the generalized beta of the second kind and the general multivariate normal distributions are available. In addition, 'VGAMextra' incorporates new VGLM-links for the mean-function, and the quantile-function (as an alternative to ordinary quantile modelling) of several 1-parameter distributions, that are compatible with the class of VGLM/VGAM family functions. Currently, only fixed-effects models are implemented. All functions are subject to change; see the NEWS for further details on the latest changes.

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Version

Install

install.packages('VGAMextra')

Monthly Downloads

844

Version

0.0-2

License

GPL-2

Maintainer

Victor Miranda

Last Published

April 28th, 2020

Functions in VGAMextra (0.0-2)

ARIMAX.errors.ff

VGLTSMs Family Functions: Generalized integrated regression with order--\((p, q)\) ARMA errors
ARXff

VGLTSMs family functions: Order--p Autoregressive Model with covariates
HKdata

Air pollution and hospital admissions due to respiratory and cardiovascular causes, Hong Kong.
ARMA.studentt.ff

VGLTSMs Family Functions: Generalized autoregressive moving average model with Student-t errors
KPSS.test

KPSS tests for stationarity
MVNcov

Multivariate Normal Distribution Family Function
Q.reg

Conditional quantile regression with VGAM
MAXff

VGLTSMs Family Functions: Order--q Moving Average Model with covariates
ECM.EngleGran

VGLTSM family function for the Two--dimensional Error--Correction Model (Engle and Granger, 1987) for \(I(1)\)--variables
ARIMAXff

VGLTSMs Family functions: The Order--\((p, d, q)\) Autoregressive Integrated Moving Average Model (ARIMA(p, d, q)) with covariates
ap.mx

Air pollution Data, Mexico City.
VGAMextra-package

Additions and extensions of the VGAM package.
benini1Qlink

Link functions for the quantiles of several 1--parameter continuous distributions
break.VGAMextra

Names/Value of linear predictors/parameters in time series family functions.
borel.tannerMeanlink

Link functions for the mean of 1--parameter discrete distributions: The Borel--Tanner distribution.
gen.betaIImr

Generalized Beta Distribution of the Second Kind family function
checkTS.VGAMextra

Polynomial roots based on transfer operators in Vector Generalized Time Series Family Functions
genbetaIIDist

The Generalized Beta Distribution of the Second King
cm.ARMA

Constraint matrices for vector generalized time series family functions.
gammaRMeanlink

Link functions for the mean of 2--parameter continuous distributions: The Gamma distribution.
gammaRMean

2--parameter Gamma Distribution
WN.InitARMA

Estimated White Noise (WN) from the autoregressive moving-average model of order-(\(p\), \(q\)) [ARMA(\(p\), \(q\))].
inv.chisqMeanlink

Link functions for the mean of 1--parameter continuous distributions: The inverse chi--squared distribution.
VARff

VGLTSM family function for the Order--\(p\) Vector Auto(R)egressive Model
geometricffMeanlink

Link functions for the mean of 1--parameter discrete distributions: The Geometric Distribution.
UtilitiesVGAMextra

Utility Functions for the VGAMextra Package
dmultinorm

Density for the multivariate Normal distribution
newtonRaphson.basic

Newton--Raphson algorithm
gamma1Qlink

Link functions for the quantiles of several 1--parameter continuous distributions
logffMeanlink

Link functions for the mean of 1--parameter discrete distributions: The Logarithmic Distribuion.
expQlink

Link functions for the quantiles of several 1--parameter continuous distributions.
expMeanlink

Link functions for the mean of 1--parameter continuous distributions: The exponential distribution.
normal1sdff

Estimation and Inference for Conditional Quantiles of a 1--parameter Univariate Normal Distribution.
inv.chisq

Inverse Chi--squared Distribution.
invweibullDist

The Inverse Weibull Distribution
invweibull2mr

2- parameter Inverse Weibull Distribution
inv.chisqDist

The Inverse Chi--squared Distribution
normal1sdQlink

Link functions for the quantiles of several 1--parameter continuous distributions.
invgamma2mr

2 - parameter Inverse Gamma Distribution
maxwellQlink

Link functions for the quantiles of several 1--parameter continuous distributions
notDocumentedYetVGAMextra

Not-documented functions and classes in VGAMextra
rayleighQlink

Link functions for the quantiles of several 1--parameter continuous distributions
toppleMeanlink

Link functions for the mean of 1--parameter continuous distribution: The Topp--Leone distribution.
undocumented-methods

Undocumented Methods Functions in VGAMextra
summaryS4VGAMextra-methods

Summary methods for Vector Generalized Time Series Models
toppleQlink

Link functions for the quantiles of several 1--parameter continuous distributions
yulesimonMeanlink

Link functions for the mean of 1--parameter discrete distributions: The Yule--Simon Distribution.
zetaffMeanlink

Link functions for the mean of 1--parameter discrete distributions: The Zeta Distribution.
invgammaDist

The Inverse Gamma Distribution
posPoiMeanlink

Link functions for the mean of 1--parameter discrete distributions: The Positive Poisson Distribution.
rayleighMeanlink

Link functions for the mean of 1--parameter continuous distributions: The Rayleigh and the Maxwell distributions.
trinormalCovff

Trivariate Normal Distribution Family Function
vgltsmff

Class of Vector Generalized Linear Time Series Models