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VGAMextra (version 0.0-1)

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

0.0-1

License

GPL-2

Maintainer

Victor Miranda

Last Published

June 27th, 2018

Functions in VGAMextra (0.0-1)

benini1Qlink

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

Air pollution Data, Mexico City.
VGAMextra-package

Additions and extensions of the VGAM package.
geometricffMeanlink

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

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

Utility Functions for the VGAMextra Package
VARff

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

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

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

2--parameter Gamma Distribution
borel.tannerMeanlink

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

Names/Value of linear predictors/parameters in time series family functions.
checkTS.VGAMextra

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

Density for the multivariate Normal distribution
expMeanlink

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

The Generalized Beta Distribution of the Second King
cm.ARMA

Constraint matrices for vector generalized time series family functions.
gen.betaIImr

Generalized Beta Distribution of the Second Kind family function
expQlink

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.
gamma1Qlink

Link functions for the quantiles of several 1--parameter continuous distributions
invweibull2mr

2- parameter Inverse Weibull Distribution
invweibullDist

The Inverse Weibull Distribution
maxwellQlink

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

Inverse Chi--squared Distribution.
inv.chisqDist

The Inverse Chi--squared Distribution
invgamma2mr

2 - parameter Inverse Gamma Distribution
toppleMeanlink

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

The Inverse Gamma Distribution
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.
normal1sdQlink

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

Not-documented functions and classes in VGAMextra
zetaffMeanlink

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

Newton--Raphson algorithm
normal1sdff

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

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

Undocumented Methods Functions in VGAMextra
vgltsmff

Class of Vector Generalized Linear Time Series Models
rayleighMeanlink

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

Link functions for the quantiles of several 1--parameter continuous distributions
summaryS4VGAMextra-methods

Summary methods for Vector Generalized Time Series Models
KPSS.test

KPSS tests for stationarity
MVNcov

Multivariate Normal Distribution Family Function
ARMA.studentt.ff

VGLTSMs Family Functions: Generalized autoregressive moving average model with Student-t errors
ARIMAX.errors.ff

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

Air pollution and hospital admissions due to respiratory and cardiovascular causes, Hong Kong.
ECM.EngleGran

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

Conditional quantile regression with VGAM
ARXff

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

VGLTSMs Family Functions: Order--q Moving Average Model with covariates
ARIMAXff

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