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Pseudo-maximum likelihood estimation of ARCH(∞) models

Robinson, Peter M. and Zaffaroni, Paolo (2005) Pseudo-maximum likelihood estimation of ARCH(∞) models. Econometrics, EM/2005/495. The London School of Economics and Political Science, Suntory and Toyota International Centres for Economics and Related Disciplines, London, UK.

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Abstract

Strong consistency and asymptotic normality of the Gaussian pseudo-maximum likelihood estimate of the parameters in a wide class of ARCH(∞) processes are established. We require the ARCH weights to decay at least hyperbolically, with a faster rate needed for the central limit theorem than for the law of large numbers. Various rates are illustrated in examples of particular parameteriza- tions in which our conditions are shown to be satisfied.

Item Type: Monograph (Technical Report)
Official URL: http://sticerd.lse.ac.uk/
Additional Information: © 2005 The Authors
Library of Congress subject classification: H Social Sciences > HB Economic Theory
Sets: Departments > Economics
Research centres and groups > Suntory and Toyota International Centres for Economics and Related Disciplines (STICERD)
Identification Number: EM/2005/495
Funders: Leverhulme Trust Personal Research Professorship, Economic and Social Research Council (ESRC)
Projects: R000238212, R000239936
Date Deposited: 23 Jul 2014 14:39
URL: http://eprints.lse.ac.uk/58182/

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