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A non-linear dynamic model for multiplicative seasonal-trend decomposition

✍ Scribed by Tohru Ozaki; Peter Thomson


Publisher
John Wiley and Sons
Year
2002
Tongue
English
Weight
177 KB
Volume
21
Category
Article
ISSN
0277-6693

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✦ Synopsis


Abstract

A non‐linear dynamic model is introduced for multiplicative seasonal time series that follows and extends the X‐11 paradigm where the observed time series is a product of trend, seasonal and irregular factors. A selection of standard seasonal and trend component models used in additive dynamic time series models are adapted for the multiplicative framework and a non‐linear filtering procedure is proposed. The results are illustrated and compared to X‐11 and log‐additive models using real data. In particular it is shown that the new procedures do not suffer from the trend bias present in log‐additive models. Copyright © 2002 John Wiley & Sons, Ltd.


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