Prediction in ARMA models with GARCH in mean effect (Q2759338)

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scientific article; zbMATH DE number 1681748
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Prediction in ARMA models with GARCH in mean effect
scientific article; zbMATH DE number 1681748

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    12 December 2001
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    prediction
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    ARMA models
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    GARCH in mean effects
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    optimal multi-step predictor
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    moving average
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    Prediction in ARMA models with GARCH in mean effect (English)
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    This paper deals with prediction from a general ARMA model with GARCH - in - mean effects. A new method for obtaining multi-period predictions from the ARMA\((r,s)\) - GARCH\((p,q)\) - in - mean model is presented. Coefficients in the presented formula are expressed in terms of distinct roots of the autoregressive polynomials and parameters of the moving average.NEWLINENEWLINENEWLINEThe author obtains a closed form expression for the optimal predictor of the conditional mean from the ARMA - GARCH - M model, and gives the infinite moving average representations of the conditional mean and variance. The canonical factorization of the autocovariance generating function of the process and its conditional variance, autocovariance and cross covariance for the process are presented. Also, the minimum mean square error predictor of future values of the squared conditional variance is obtained.
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