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tfarima (version 0.1.1)

Transfer Function and ARIMA Models

Description

Building customized transfer function and ARIMA models with multiple operators and parameter restrictions. Functions for model identification, model estimation (exact or conditional maximum likelihood), model diagnostic checking, automatic outlier detection, calendar effects, forecasting and seasonal adjustment. See Bell and Hillmer (1983) , Box, Jenkins, Reinsel and Ljung , Box, Pierce and Newbold (1987) , Box and Tiao (1975) , Chen and Liu (1993) , Thompson and Tiao (1970) .

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Version

Install

install.packages('tfarima')

Monthly Downloads

263

Version

0.1.1

License

GPL-2

Maintainer

Jose L. Gallego

Last Published

November 14th, 2020

Functions in tfarima (0.1.1)

logLik.um

Log-likelihood of an ARIMA model
CalendarVar

Calendar variables
InterventionVar

Intervention variables
ccf.tfm

Cross-correlation check
seriesJ

Gas furnace data
lagpol

Lag polynomials
predict.tfm

Forecasting with transfer function models
predict.um

Forecasts from an ARIMA model
setinputs

setinputs adds new inputs into a transfer function model.
display

Graphs for ARMA models
diagchk.tfm

Diagnostic checking
easter

Easter effect
roots

Roots of the lag polynomials of an ARIMA model
pi.weights

Pi weights of an AR(I)MA model
phi

Unscramble AR polynomial
residuals.um

Residuals of the ARIMA model
tfarima-package

Transfer Function and ARIMA Models.
tfest

Preestimates of a transfer function
modify.tfm

Modifying a TF or an ARIMA model
seasadj

Seasonal adjustment
summary.um

Summary of um model
seriesC

Series C Chemical Process Temperature Readings: Every Minute.
fit.tfm

Estimation of the ARIMA model
autocov

Theoretical autocovariances of an ARMA model
calendar

Calendar effects
roots.lagpol

Roots of a lag polynomial
printLagpolList

Print a list of lagpol objects
printLagpol

Print numeric vector as a lagpol object
Wtelephone

Wisconsin Telephone Company
tf

Transfer function for input
um

Univariate (ARIMA) model
ucomp.tfm

Unobserved components
signal

Signal component of a TF model
rsales

Retail Sales of Variety Stores (U.S. Bureau of the Census)
as.lagpol

Lag polynomial
nabla

Unscramble I polynomial
tsdiag.tfm

Diagnostic Plots for Time-Series Fits Description
tsdiag.um

Diagnostic Plots for Time-Series Fits Description
outlierDates

Outlier dates
ide

Identification plots
output.tf

Output of a transfer function
noise

Noise of a transfer function model
outliers.tfm

Outliers detection at known/unknown dates
psi.weights

Psi weights of an AR(I)MA model
sim.tfm

Time series simulation form an ARIMA or TF model
pccf

Prewhitened cross correlation function
sum_um

Sum of univariate (ARIMA) models
varsel

Variable selection
summary.tfm

Summarizing Transfer Function models
spec

Spectrum of an ARMA model
residuals.tfm

Residuals of a transfer function model
tfm

Transfer function models
std

Standardize time series
theta

Unscramble MA polynomial
as.um

Convert arima into um.
inv

Inverse of a lag polynomial
autocorr

Theoretical simple/partial autocorrelations of an ARMA model