TIME SERIES ANALYSIS

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JOURNAL OF TIME SERIES ANALYSIS Vol. 22, No. 6, November 2001 JOURNAL OF TIME SERIES ANALYSIS A JOURNAL SPONSORED BY THE BERNOULLI SOCIETY FOR MATHEMATICAL STATISTICS AND PROBABILITY R. T. Baillie and H. Chung: Estimation of GARCH Models from the Autocorrelations of the Squares of a Process 631 I. V. Basawa and R. Lund: Large Sample Properties of Parameter Estimates for Periodic ARMA Models 651 C. Gourieroux and J. Jasiak: State-Space Models with Finite Dimensional Dependence 665 C. M. Hurvich: Model Selection for Broadband Semiparametric Estimation of Long Memory in Time Series 679 C. K. Ing: A Note on Mean-Squared Prediction Errors of the Least Squares Predictors in Random Walk Models 711 P. Kabaila and Z. He: On Prediction Intervals for Conditionally Heteroscedastic Processes 725 G. Kapetanios: Model Selection in Threshold Models 733 Volume Index 755 VOLUME 22, No. 6, November 2001 ISSN 0143-9782

The Journal of Time Series Analysis is published six times a year in January, March, May, July, September and November by Blackwell Publishers, 108 Cowley Road, Oxford OX4 1JF, UK or 350 Main Street, Malden, MA 02148, USA. Editor: M. B. Priestley, Department of Mathematics, University of Manchester Institute of Science and Technology, PO Box 88, Manchester M60 1QD. The Journal is sponsored by the BERNOULLI SOCIETY for Mathematical Statistics and Probability which is an international society for the advancement of the theory and application of mathematical statistics and probability. It is a Section of the International Statistical Institute. Further information can be obtained from the Society's Executive Secretary, Dr. Marcel P. R. Van den Broeke, International Statistical Institute, 428 Prinses Beatrixlaan, 2270 AZ Voorburg, The Netherlands. Information for Subscribers: New orders and sample copy requests should be addressed to the Journals Marketing Manager at the publisher's address above (or by email to jnlsamples@blackwellpublishers.co.uk, quoting the name of the journal). Renewals, claims and all other correspondence relating to subscriptions should be addressed to Blackwell Publishers Journals, PO Box 805, 108 Cowley Road, Oxford OX4 1FH, UK (tel: +44 (0)1865 244083, fax: +44 (0)1865 381381 or email: jnlinfo@blackwellpublishers.co.uk). Cheques should be made payable to Blackwell Publishers Ltd. All subscriptions are supplied on a calendar year basis (January to December). Internet: For information on all Blackwell Publishers books, journals and services, log onto URL: http://www.blackwellpublishers.co.uk. Annual Subscription Rate (2002): six issues. For Libraries and other multiple reader Institutions: 464 (UK and Europe), 511 (Rest of World), $736 (The Americas)*. Individuals may subscribe at the reduced rate of 71 (UK and Europe), 93 (Rest of World), $134 (The Americas) on the understanding that such a subscription is only for their personal use. The special student rate is available at 38 (UK and Europe), 50 (Rest of World), $72 (The Americas) per year for a minimum of three years. Some evidence of student status should be enclosed. *Canadian customers/residents please add 7% for GST. Papers appearing in the Journal of Time Series Analysis are abstracted in Statistical Theory and Method Abstracts (STMA). Back Issues: Single issues from the current and previous two volumes are available from Blackwell Publishers Journals at the current single issue price. Earlier issues may be obtained from Swets & Zeitlinger, Back Sets, Heereweg 347, PO Box 810, 2160 SZ Lisse, The Netherlands (email: backsets@swets.nl). Microform: The Journal is available on micro lm (16mm or 35mm) or 105mm micro che from the Serials Acquisitions Department, Bell & Howell Information and Learning, 300 North Zeeb Road, Ann Arbor, MI 48106, USA. US Mailing: Periodicals postage paid at Rahway NJ. Postmaster: send address corrections to Journal of Time Series Analysis, c/o Mercury Airfreight International Ltd Inc, 365 Blair Road, Avenel, NJ 07001, USA (US mailing agent). Paid Advertising: For details contact, Andy Patterson, Wheatsheaf House, Woolpit Heath, Bury St Edmunds, IP30 9RN, UK (Tel. 01359 242375, Fax: 01359 242837) or write to the Publisher. Copyright: All rights reserved. Apart from fair dealing for the purpose of research or private study, or criticism or review, as permitted under the UK Copyright, Designs and Patents Act 1988, no part of this publication may be reproduced, stored or transmitted in any form or by any means without the prior permission in writing of the Publisher, or in accordance with the terms of photocopying licenses issued by organisations authorised by the Publisher to administer reprographic reproduction rights. Authorisation to photocopy items for educational classroom use is granted by the Publisher provided the appropriate fee is paid directly to the Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923, USA (tel. 508 750 8400), from whom clearance should be obtained in advance. For further information see CCC Online at http://www.copyright.com/. Copyright # 2001 Blackwell Publishers Ltd, except where otherwise stated on individual papers. ISSN 0143-9782. Printed on acid-free paper in England by Alden Press Ltd. Oxford.

JOURNAL OF Time Series Analysis A JOURNAL SPONSORED BY THE BERNOULLI SOCIETY FOR MATHEMATICAL STATISTICS AND PROBABILITY EDITOR M. B. PRIESTLEY University of Manchester Institute of Science & Technology ASSOCIATE EDITORS P. BROCKWELL: Royal Melbourne Institute of Technology, Australia M. DEISTLER: Technical University of Vienna, Austria J. FRANKE: University of Kaiserslautern, Germany M. HALLIN: Free University of Brussels, Belgium A. HARVEY: London School of Economics C. M. HURVICH: New York University K. S. LII: University of California, Riverside P. NEWBOLD: University of Nottingham B. QUINN: University of Manchester Institute of Science & Technology T SUBBA RAO: University of Manchester Institute of Science & Technology P. M. ROBINSON: London School of Economics D. TJéSTHEIM: University of Bergen, Norway PHAM DINH TUAN: University of Grenoble, France G. TUNNICLIFFE WILSON: University of Lancaster Manuscripts should be prepared in accordance with our notes for authors, printed on the back cover, and should be sent to The Editor, Department of Mathematics, University of Manchester Institute of Science and Technology, PO Box 88, Manchester M60 1QD.

NOTES ON THE SUBMISSION OF MANUSCRIPTS 1. Papers should normally be no longer than 10,000 words (or, 20 A4 typed pages). 2. They should be typed, double-spaced, on A4 paper, with ample left- and right-hand margins. A cover page should contain only the title, author's name and af liation, and the address to which proofs should be sent. 3. Submission of a paper is held to imply that it is original and unpublished work, that it has not been submitted for publication elsewhere, and that full copyright clearance has been obtained for any material quoted in it. 4. An abstract should be included. This should not exceed 200 words. 5. To facilitate the production of the annual subject index, please provide a list of key words (not more than six) under which your paper should be indexed. 6. Two copies of the article should be submitted. 7. Footnotes should be avoided. Essential notes should be numbered in the text and grouped together at the end of the article. Diagrams and Figures, if they are considered essential, should be clearly related to the section of text to which they refer. 8. Authors of papers involving extensive use of mathematical symbols and formulae should take special note of the guidelines on the back cover. 9. References should be set out in alphabetical order of the author's name in a list at the end of the article. They should be given in standard form, as in the following examples. HANNAN, E. J. (1969) A note on an exact test for trend and serial correlation. Econometrica 37, 485±89. HANNAN, E. J. and TERRELL, R. D. (1973) Multiple equation systems with stationary errors. Econometrica 41, 299±305. JOHNSON, H. G. (1964a) The international competitive positions of the United States and the balance of payments prospects for 1968. Rev. Economics and Statistics 46, 14± 32. ÐÐ (1964b) Money, Trade and Economic Growth (2nd edn). London: Allen and Unwin. References in the text of an article should be by author's name and year of publication as in these examples: Jones (1977) in a paper on... Jones (1978c, p.25) states that... Evidence is given by Smith et al. (1974)... Further exploration of this aspect may be found in many sources (e.g. White, 1971a; Brown and Green, 1972; Jackson, 1973, ch. 2). 10. Authors are urged to supply their article on disk as well as in hard copy. Tex and LaTex les on disk are especially welcome. The disk version must be identical to the hard copy and all notes on manuscript submission should still be followed. 11. A typescript which is well prepared in accordance with these guidelines will greatly assist the ease and speed of publication. 12. The author of an article accepted for publication will receive a page proof for correction. This stage must not be used as an opportunity to revise the paper, because alterations are extremely costly; extensive changes will be charged to the author and will probably result in the article being delayed to a later issue. Speedy return of corrected proofs is important. 13. Authors will receive 50 offprints, free of charge. Additional copies may be ordered when returning corrected proofs and a scale of charges will be sent to you at the appropriate time. 14. Contributions and queries should be sent to the Editor: Professor M. B. Priestley, Department of Mathematics, University of Manchester Institute of Science and Technology, PO Box 88, Manchester M60 1QD.

Notes on the submission of manuscripts (contd. from inside back cover). Special Notes for Mathematical Papers It is important to distinguish symbols that cannot be typed, and in particular to distinguish carefully between (a) capitals and small letters, (b) ordinary and bold-faced letters, (c) certain Greek letters and similar Roman letters, (d) subscripts, superscripts, and `ordinary' symbols, (e) numbers 0 and 1 and letters O and I where the same symbol is used. Bold-faced symbols should be underlined with a wiggly line in pencil. Mathematical symbols are automatically set in italics, and need not be underlined except to prevent ambiguity, e.g. when an isolated letter, such as a, occurs in the text. However, certain standard abbreviations are set in roman fount, not italic fount, e.g. log, lim, exp (but not e), max, min, sup, var, cov, sin, cos. Small fount setting is technically dif cult, expensive, and sometimes impossible. To reduce the use of small founts: (a) Avoid elaborate notations involving multiple suf ces. (b) Use the expression `exp' for the exponential function when the argument is longer than a single compact group of symbols, e.g. exp(a + bt + ct 2 ) but e t. Arrangement of formulae Equations and long formulae should be displayed (i.e. shown on a separate line), where necessary being numbered at the right of the page. Short isolated formulae should usually be left in the text and then must be arranged so as not to be more than one line high. For example Xn x i should, if possible, be written P x i when the limits iˆ1 of summation are obvious. The solidus sign (/) should be used for fractions in the text. Note that it is essential to bracket a group of symbols to the right of the solidus if they are to be included in the denominator; (a + b)/(c + d)(h + k) is wrong, being ambiguous without a special convention. However, simple fractions 1 2,...should be written as one-line fractions, thus 1 2 t is preferred to t/2, while t must not be used in the text. 2 Equations involving complicated expressions should, where possible, be avoided by 1 introducing abbreviating symbols, e.g. ù = (1 å h å f ), or ì ˆ (1 ˆ å h å f ), which saves a fraction line as well. Equations must be punctuated in the usual way. Some further details (a) Where several sets of brackets occur inside one another in the same formula, the order should be [{0}]. (b) Square roots should be denoted by the sign p or the superscript 1 2, the former being used in simple expressions, the latter in complicated ones. (c) The range of running variables should be given as in the following example: p i 1 =ap i + bp i 1 (i =1,..., n). Laser Proof JOURNAL OF TIME SERIES ANALYSIS Vol. 22, No. 6, November 2001 0143-9782(200111)22:6*;1-S