MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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For each of the time series models below undertake the following steps:
Write each time series in characteristic polynomial form using backshift operator (MA or AR or
ARMA polynomials as required)
• Factorise the relevant polynomials and find the roots of the polynomials.
• You are given the following additional information regarding the relationship between stationarity
and the characteristic polynomial roots.
●
An AR(p) process is a stationary process if and only if the modulus of all the roots of the AR
characteristic polynomial are greater than one.
- An MA(q) process is always stationary if the MA coefficients are finite.
An ARMA (p,q) model admits a unique stationary solution when the AR characteristic poly-
nomial and the MA characteristic polynomial have no common roots and the AR polynomial
satisfies that it has no unit roots.
• Use this information to determine which of the below models is stationary.
(Make sure to justify your answer.)
(c) Yt+1+ Yt - (1 − B)(1 + B)Yt+1 = Vet
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Transcribed Image Text:For each of the time series models below undertake the following steps: Write each time series in characteristic polynomial form using backshift operator (MA or AR or ARMA polynomials as required) • Factorise the relevant polynomials and find the roots of the polynomials. • You are given the following additional information regarding the relationship between stationarity and the characteristic polynomial roots. ● An AR(p) process is a stationary process if and only if the modulus of all the roots of the AR characteristic polynomial are greater than one. - An MA(q) process is always stationary if the MA coefficients are finite. An ARMA (p,q) model admits a unique stationary solution when the AR characteristic poly- nomial and the MA characteristic polynomial have no common roots and the AR polynomial satisfies that it has no unit roots. • Use this information to determine which of the below models is stationary. (Make sure to justify your answer.) (c) Yt+1+ Yt - (1 − B)(1 + B)Yt+1 = Vet
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