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Estimation in integer‐valued moving average models
Authors:Kurt Brnns  Andreia Hall
Institution:Kurt Brännäs,Andreia Hall
Abstract:The paper presents new characterizations of the integer‐valued moving average model. For four model variants, we give moments and probability generating functions. Yule–Walker and conditional least‐squares estimators are obtained and studied by Monte Carlo simulation. A new generalized method of moment estimator based on probability generating functions is presented and shown to be consistent and asymptotically normal. The small sample performance is in some instances better than those of alternative estimators. Copyright © 2001 John Wiley & Sons, Ltd.
Keywords:model characterization  probability generating function  GMM  least squares  Yule–  Walker  Monte Carlo
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