Model Identification of Integrated ARMA Processes

Multivariate Behavioral Research
Tetiana StadnytskaJoachim Werner

Abstract

This article evaluates the Smallest Canonical Correlation Method (SCAN) and the Extended Sample Autocorrelation Function (ESACF), automated methods for the Autoregressive Integrated Moving-Average (ARIMA) model selection commonly available in current versions of SAS for Windows, as identification tools for integrated processes. SCAN and ESACF can be applied to either nontransformed or differenced series, so the advantages and drawbacks of both procedures were compared. The best results were 79% of correct identifications for SCAN and 80% for ESACF. For some models and parameterizations, the accuracy of SCAN and ESACF was disappointing. The key finding of the study is that both human experts and automated methods provide inconsistent model identifications. Hence an elaborated strategy for model selection combining different techniques was developed and demonstrated on 2 empirical examples.

References

Jan 1, 1992·Addictive Behaviors·W F VelicerW Swift
Nov 1, 1969·The American Psychologist·W Mischel
Dec 1, 1994·Psychological Reports·J Rosel, E Elósegui
Sep 1, 1996·Addictive Behaviors·W F VelicerJ O Prochaska
Feb 24, 2001·Psychological Review·D L Gilden
Nov 17, 2001·Cyberpsychology & Behavior : the Impact of the Internet, Multimedia and Virtual Reality on Behavior and Society·D T Barry
Dec 8, 2004·Psychonomic Bulletin & Review·Eric-Jan WagenmakersRoger Ratcliff
Aug 16, 2005·The Journal of Psychology·Grégory NinotDidier Delignières
Oct 21, 2005·Psychonomic Bulletin & Review·Thomas L Thornton, David L Gilden
Apr 17, 2008·Behavior Research Methods·Tetiana StadnytskaJoachim Werner
Jan 1, 1985·Multivariate Behavioral Research·J W Harrop, W F Velicer

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Citations

Apr 17, 2008·Behavior Research Methods·Tetiana StadnytskaJoachim Werner

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Software Mentioned

SAS
ESACF
MINIC
SAS System
ARIMA
SCAN

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