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2012 | OriginalPaper | Buchkapitel

Time Series Convergence within I(2) Models: the Case of Weekly Long Term Bond Yields in the Four Largest Euro Area Countries

verfasst von : Giuliana Passamani

Erschienen in: Advanced Statistical Methods for the Analysis of Large Data-Sets

Verlag: Springer Berlin Heidelberg

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Abstract

The purpose of the paper is to suggest a modelling strategy that can be used to study the process of pairwise convergence within time series analysis. Moving from the works of Bernard (1992) and Bernard and Durlauf (1995), we specify an I(1) cointegrated model characterized by broken linear trends, and we identify the driving force leading to convergence as a common stochastic trend, but the results are unsatisfactory. Then we deal the same question of time series convergence within I(2) cointegration analysis, allowing for broken linear trends and an I(2) common stochastic trend as the driving force. The results obtained with this second specification are encouraging and satisfactory. The suggested modelling strategy is applied to the convergence of long-term bond markets in the Economic and Monetary Union (EMU), that we observe during the years covering the second stage, that is the period from 1993 to the end of 1998, before the introduction of euro. During the third stage, started in 1999 and continuing, the markets show a tendency to move together and to behave similarly.

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Fußnoten
1
The persistence properties of each observed variable have been analyzed in terms of the characteristic roots of its autoregressive polynomial. Allowing for a certain number of significant lags (lags 1 and 15 for both Italy and Spain; lags 1, 2, 3, 4, 6, 7, 8, 10 and 12 for France; lags 1, 2, 13 and 14 for Germany), the modulus of the largest root, ρ1, satisfies ρ1 = 1. 0, and the next root, ρ2, is less than 1.0, but not too far from it, i.e.: 0.89 for Italy, 0.90 for Spain, 0.85 for both France and Germany. As Juselius (2010, p.9) observes: “… whether a characteristic root can be interpreted as evidence of persistent behaviour or not depends both on the sample period and the observational frequency.” Therefore our univariate series can be considered as generated either by an I(1) process, or by a near I(2) process.
 
2
The empirical analysis was performed using the subroutine CATS, which needs the software RATS to be run (Dennis 2006).
 
3
The number K = 2 of lags chosen is the one suggested by the information criteria and the LR lag reduction tests, when starting from 5 lags. D t is a vector of three impulse dummies, which take the value one the weeks ending on 1995:03:10, 1996:03:29 and 2003:03:21. A shift dummy is introduced by the program when specifying the broken trend in the cointegrating relations. The misspecification tests for the unrestricted VAR(2) model with dummies, take the following values: the LM(1) test for first order autocorrelation is equal to 20.175 with a p-value of 0.212, while the LM(2) test for second order autocorrelation is equal to 21.778 with a p-value of 0.151. The tests for normality and ARCH effects show some problems, but adding more dummies is not a solution. As VAR results are reasonably robust anyway, we continue with this specification.
 
4
The largest characteristic roots of the unrestricted VAR are: 0.985, 0.966, 0.938, 0.840, 0.292.
 
5
A formal treatment of I(2) models and relative tests can be found in Johansen (1997).
 
6
The second non rejection is just the case r = 3, (\(p - r) = 1\).
 
Literatur
Zurück zum Zitat Bernard, A. B.: Empirical Implications of the Convergence Hypothesis. Working Paper MIT, Cambridge, MA (1992) Bernard, A. B.: Empirical Implications of the Convergence Hypothesis. Working Paper MIT, Cambridge, MA (1992)
Zurück zum Zitat Bernard, A. B., Durlauf, S. N.: Convergence in international output. J. App. Econom. 10, 97–108 (1995)CrossRef Bernard, A. B., Durlauf, S. N.: Convergence in international output. J. App. Econom. 10, 97–108 (1995)CrossRef
Zurück zum Zitat Dennis J. G.: Cats in rats cointegration analysis of time series, version 2. Estima, Evanston (2006) Dennis J. G.: Cats in rats cointegration analysis of time series, version 2. Estima, Evanston (2006)
Zurück zum Zitat Ehrmann M., Fratzscher M., Gürkaynak R., Swanson E.: Convergence and anchoring of yield curves in the Euro area. FRBSF Working Paper 2007–24 (2007) Ehrmann M., Fratzscher M., Gürkaynak R., Swanson E.: Convergence and anchoring of yield curves in the Euro area. FRBSF Working Paper 2007–24 (2007)
Zurück zum Zitat Giese J. V.: Level, slope, curvature: characterising the yield curve in a cointegrated VAR Model. E-Economics 2, 2008–28 (2008) Giese J. V.: Level, slope, curvature: characterising the yield curve in a cointegrated VAR Model. E-Economics 2, 2008–28 (2008)
Zurück zum Zitat Johansen S.: likelihood based inference in cointegrated vector auto-regressive models. Oxford University Press, Oxford (1997) Johansen S.: likelihood based inference in cointegrated vector auto-regressive models. Oxford University Press, Oxford (1997)
Zurück zum Zitat Juselius K.: The cointegrated var model. methodology and applications. Oxford University Press, Oxford (2006) Juselius K.: The cointegrated var model. methodology and applications. Oxford University Press, Oxford (2006)
Zurück zum Zitat Juselius K.: Testing exchange rate models based on rational expectations versus imperfect knowledge economics: a scenario analysis. Working Paper, Department of Economics, University of Copenhagen (2010) Juselius K.: Testing exchange rate models based on rational expectations versus imperfect knowledge economics: a scenario analysis. Working Paper, Department of Economics, University of Copenhagen (2010)
Zurück zum Zitat Johansen S., Juselius K., Frydman R., Goldberg M.: Testing hypotheses in an I(2) model with piecewise linear trends. An analysis of the persistent long swings in the Dmk/$ rate. J. Economet., forthcoming (2008) Johansen S., Juselius K., Frydman R., Goldberg M.: Testing hypotheses in an I(2) model with piecewise linear trends. An analysis of the persistent long swings in the Dmk/$ rate. J. Economet., forthcoming (2008)
Metadaten
Titel
Time Series Convergence within I(2) Models: the Case of Weekly Long Term Bond Yields in the Four Largest Euro Area Countries
verfasst von
Giuliana Passamani
Copyright-Jahr
2012
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-21037-2_20