tfarima0.4.1 package

Transfer Function and ARIMA Models

add_um

Addition or substraction of univariate (ARIMA) models

AIC.ssm

AIC for fitted state space models

AIC.tfm

AIC and BIC for Transfer Function Models

airline

Airline Model (SARIMA(0,1,1)x(0,1,1)s)

as.lagpol

Lag polynomial converter

as.ssm

Structural form for an ARIMA model

as.ucarima

Generic function for coercion to class "ucarima"

as.ucarima.um

Coerce a Univariate Model to UCARIMA form

as.um

Convert arima into um.

autocorr

Theoretical simple/partial autocorrelations of an ARMA model

autocov

Theoretical autocovariances of an ARMA model

autocov2MA

Convert autocovariances to MA parameters

calendar

Calendar effects

CalendarVar

Calendar variables

ccf.tfm

Cross-correlation check

coef.tfm

Coefficients of a Transfer Function Model

coef.ucm

Extract coefficients from UCM objects

coef.um

Coefficients of a univariate model

cwfact

Cramer-Wold Factorization

decomp

Unobserved components decomposition

diagchk

Diagnostic checking

diagchk.tfm

Diagnostic Checking for Transfer Function Models

display

Graphs for ARMA models

easter

Easter effect

equation

Equation of ucarima model

factorize

Factorized form of a univariate ARIMA model

factors

Lag polynomial factorization

fit

Estimation of the ARIMA model

fit.tfm

Fit a Transfer Function Model

fit.ucarima

Estimation of UCARIMA models

ide

Identification plots

init_kf

Initialization of Kalman filter

intervention

Intervention analysis/Outlier treatment

InterventionVar

Intervention variables

inv

Inverse of a lag polynomial

irf

Impulse response function

kf

Kalman filter for SS models

ks

Kalman smoother for SS models

lagpol

Lag polynomials

lagpol0

Create lag polynomial objects

logLik.ssm

Log-likelihood of a SS model

logLik.tfm

Log-Likelihood of Transfer Function Model

logLik.um

Log-likelihood of an ARIMA model

modify

Modifying a TF or an ARIMA model

nabla

Unscramble I polynomial

noise

Extract Noise Component from Transfer Function Model

outlierDates

Outlier dates

outliers

Outliers detection at known/unknown dates

output

Output of a transfer function or a transfer function model

pccf

Prewhitened cross correlation function

phi

Unscramble AR polynomial

pi.weights

Pi weights of an AR(I)MA model

polyderivEvalR

Evaluate the k-th derivative of a polynomial at point z

predict.ssm

Predict method for state space models

predict.tf

Predict transfer function

predict.tfm

Forecast Transfer Function Model

predict.um

Forecasts from an ARIMA model

print.lagpol

Print Method for Lag Polynomial Objects

print

Print method for transfer function objects

print.ssm

Print method for ssm objects

print.summary.ssm

Print summary of fitted state space model

print.summary.tfm

Print Summary of Transfer Function Model

print.summary.um

Print Summary of Univariate Model

print.tfm

Print Transfer Function Model

print.uc

Print method for unobserved components

printLagpol

Print non-normalized polynomial as a lag polynomial

printLagpolList

Prints a list of lagpol objects.

psi.weights

Psi weights of an AR(I)MA model

residuals.ssm

Residuals of fitted state space models

residuals.tfm

Extract Residuals from Transfer Function Model

residuals.ucarima

Residuals of fitted UCARIMA models

residuals.um

Residuals of the ARIMA model

roots

Roots of lag polynomials

roots2lagpol

Lag polynomial from roots

S

Annual (rolling) sum

sdummies

Seasonal dummies

seasadj

Seasonal adjustment

setinputs

Add or Replace Inputs in Models

signal

Signal component of a TF model

sim

Simulate Time Series from ARIMA or Transfer Function Models

sincos

Trigonometric variables

spec

Spectrum of an ARMA model

ssm

Time Invariant State Space Model

std

Standardize time series

summary.ssm

Summary of fitted state space model

summary.tfm

Summarize Transfer Function Model

summary.um

Summary of um model

tf

Transfer function for input

tfarima-package

Transfer Function and ARIMA Models

tfest

Helper function to create a tf object

tfm

Transfer Function Model Constructor

theta

Unscramble MA polynomial

tsdiag.tfm

Diagnostic Plots for Time-Series Fits Description

tsdiag.um

Diagnostic Plots for Time-Series Fits Description

tsvalue

Extract time series value by date

uc

Unobservable components

uc0

Unobservable components (UC) for structural time series models

ucarima

Unobserved components ARIMA models

ucm

Unobserved Components Time Series Models

um

Univariate (ARIMA) model

unitcircle

Unit circle

varsel

Variable selection

wkfilter

Wiener-Kolmogorov filter

wold.pol

Wold polynomial

Build customized transfer function and ARIMA models with multiple operators and parameter restrictions. Provides tools for model identification, estimation using exact or conditional maximum likelihood, diagnostic checking, automatic outlier detection, calendar effects, forecasting, and seasonal adjustment. The new version also supports unobserved component ARIMA model specification and estimation for structural time series analysis.