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Abstract
Time series models have provided econometricians with a rich toolbox from which to choose. Linear ARIMA models have been very influential and have enhanced our understanding of many empirical features of economics and finance. As with any scientific endeavor, data have emerged that show the need for refinements and improvements over existing models.
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