Example: tourism industry

Generalized Autoregressive

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Chapter 9 Autocorrelation - IIT Kanpur

Chapter 9 Autocorrelation - IIT Kanpur

home.iitk.ac.in

Estimation under the first order autoregressive process: Consider a simple linear regression model yXut nttt 01 ,1,2,...,. Assume usi ' follow a first-order autoregressive scheme defined as uutt t 1 where 1, ( ) 0,E t 2 if 0 (, ) tts0if 0 s E s

  Autoregressive

Lecture 5a: ARCH Models - Miami University

Lecture 5a: ARCH Models - Miami University

www.fsb.miamioh.edu

• The generalized ARCH or GARCH model is a parsimonious alternative to an ARCH(p) model. It is given by σ2 t = ω + αr2 t 1 + βσ 2 t 1 (14) where the ARCH term is r2 t 1 and the GARCH term is σ 2 t 1. • In general, a GARCH(p,q) model includes p ARCH terms and q GARCH terms. 16

  Generalized

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