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Arima Processes With Arima Parameters

Bibliographic Data

ID19418338
AuthorsCarlo Grillenzoni (0000-0002-9606-8127, Instituto Universitario di Architettura di Venezia, corresponding author)
Year1993
Volume11
Issue2
Pages235-250
Publication date1993-04-01
Peer ReviewedYes
Open AccessNo
TypeARTICLE
VenueJournal of Business and Economic Statistics (JOURNAL)
Journal identifiersISSN: 0735-0015 • E-ISSN: 1537-2707
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/07350015.1993.10509952
OpenAlexW2010878208
LanguageEN
Citations received1
References cited26

This article introduces a general class of nonlinear and nonstationary time series models whose basic scheme is an autoregressive integrated moving average (ARIMA). The main feature is that the parameters are assumed to behave like a vector ARIMAx model in which the exogenous (x) component is represented by the regressors of the observable process. For this class a general algorithm of identification-estimation is outlined, based on the sampling information alone. The initial estimation, in particular, consists of an iterative procedure of nonlinear regressions on recursive parameter estimates generated with the extended Kalman filter. An empirical example on real economic data illustrates the method and compares alternative criteria of estimation

Autoregressive integrated moving average · Autoregressive model · Econometrics · Estimation theory · Kalman filter · Moving average · Nonlinear system · Statistics · Time series · Advanced Control Systems Optimization · Computer Science · Forecasting Techniques and Applications · Mathematics · Target Tracking and Data Fusion in Sensor Networks · Artificial Intelligence

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Unique citing works1
Citations per year1
Citation span2025 - 2025 (1)
Citation velocityrecent
Highly citedNo
Citation typesNeutral: 1

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