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A Note on the Predictors of Differenced Sequences
Authors:M Shelton  Peiris
Institution:Department of Mathematics, Monash University, Australia
Abstract:In this note we consider the problems of optimal linear prediction (o.l.p.) and the minimum mean squared error prediction (m.m.s.e.p.) of a sequence Xt, which fits to a stationary and invertible ARMA model through the filter (1 - Bs)d Xt= Yt. It is shown that these two predictors are not identical in general from the theoretical point of view. Permitting the degree of differencing d to take any real value, a set of conditions for these commonly applied prediction formulas to be identical is given.
Keywords:Differenced sequence  fractional differencing  minimum mean squared error  prediction  filter  ARIMA models  Hilbert space  orthogonal projection  conditional expectation
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