The spurious regression of fractionally integrated processes

Citation
Wj. Tsay et Cf. Chung, The spurious regression of fractionally integrated processes, J ECONOMET, 96(1), 2000, pp. 155-182
Citations number
24
Categorie Soggetti
Economics
Journal title
JOURNAL OF ECONOMETRICS
ISSN journal
03044076 → ACNP
Volume
96
Issue
1
Year of publication
2000
Pages
155 - 182
Database
ISI
SICI code
0304-4076(200005)96:1<155:TSROFI>2.0.ZU;2-M
Abstract
This paper extends the theoretical analysis of the spurious regression and spurious detrending from the usual I(1) processes to the long memory fracti onally integrated processes. It is found that when we regress a long memory fractionally integrated process on another unrelated long memory fractiona lly integrated process, no matter whether these processes are stationary or not, as long as their orders of integration sum up to a value greater than 0.5, the t ratios become divergent and spurious effects occur. Our finding suggests that it is the long memory, instead of nonstationarity or lack of ergodicity, that causes such spurious effects. As a result, spurious effec ts might happen more often than we previously believed as they can arise ev en between stationary series while the usual first-differencing procedure m ay not completely eliminate spurious effects when data possess strong long memory. (C) 2000 Elsevier Science S.A. All rights reserved. JEL classificat ion: C22.