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Stochastic Trends (stochastic + trend)
Kinds of Stochastic Trends Selected AbstractsIntegration Among Asia-Pacific and International Stock Markets: Common Stochastic Trends and Regime ShiftsPACIFIC ECONOMIC REVIEW, Issue 1 2001Pierre L. Siklos Are stock markets in the Asia-Pacific region integrated with each other and with the US and Japan? The paper examines a number of common stochastic trends among stock prices in the US, Japan, Hong Kong, Korea, Singapore, Taiwan and Thailand. If integration exists it is a fairly recent phenomenon. Institutional and economic considerations suggest the same is true so that a single common stochastic trend among Asian and North American markets is a recent phenomenon. The reason is that the stock markets studied were only recently sufficiently liberalized to permit some form of integration to emerge. Also, not only was the 1987 stock market crash significant, but the 1991 Gulf War also signalled a turning point in the degree of stock market integration among the countries studied. [source] Modelling the trend and seasonals within an AIDS model of the demand for alcoholic beverages in the United KingdomJOURNAL OF APPLIED ECONOMETRICS, Issue 2 2002I. A. Moosa The argument that is put forward in this paper is that failure to represent stochastic trend and stochastic seasonality in an AIDS model leads to a misspecified and possibly structurally unstable model. This proposition is verified by estimating an AIDS model of the demand for alcoholic beverages in the United Kingdom. Three versions of the model are estimated, and it is demonstrated that the version allowing for stochastic trend and stochastic seasonality performs better than the other two versions of the model in terms of the diagnostics tests and goodness of fit measures. The best estimated model turns out to possess the properties of having common components and being homogenous. Further empirical testing reveals the presence of stochastic trends and cointegration between the budget shares of beer and wine. The results clearly indicate that there has been a shift away from the consumption of beer towards wine. Copyright © 2002 John Wiley & Sons, Ltd. [source] Vertical price leadership: A cointegration analysisAGRIBUSINESS : AN INTERNATIONAL JOURNAL, Issue 3 2002W. Erno Kuiper Here we detail a method to test whether or not retailers allow suppliers to set the wholesale price not only on the basis of the costs faced by the suppliers but also on the basis of consumer demand. Using standard theory, long-run price relationships between the stages in the channel are derived. Next, these static price relationships are imposed on a dynamic model to be tested for cointegration and long-run noncausality, embedding the hypotheses on vertical price leadership. To derive the testable implications of these hypotheses, we show that the common stochastic trend and long-run equilibrium error must explicitly be assigned to variables in the channel model. The model is particularly relevant for industries characterized by a low degree of product differentiation. An empirical application to two Dutch marketing channels for food products gives comprehensible results. [EconLit citations: C32, L12, Q11] © 2002 Wiley Periodicals, Inc. [source] Forecasting real-time data allowing for data revisionsJOURNAL OF FORECASTING, Issue 6 2007Kosei Fukuda Abstract A modeling approach to real-time forecasting that allows for data revisions is shown. In this approach, an observed time series is decomposed into stochastic trend, data revision, and observation noise in real time. It is assumed that the stochastic trend is defined such that its first difference is specified as an AR model, and that the data revision, obtained only for the latest part of the time series, is also specified as an AR model. The proposed method is applicable to the data set with one vintage. Empirical applications to real-time forecasting of quarterly time series of US real GDP and its eight components are shown to illustrate the usefulness of the proposed approach.,,Copyright © 2007 John Wiley & Sons, Ltd. [source] A Semiparametric Analysis of the Term Structure of the US Interest Rates,OXFORD BULLETIN OF ECONOMICS & STATISTICS, Issue 4 2009Fabrizio Iacone Abstract The short end of the US$ term structure of interest rates is analysed allowing for the possibility of fractional integration and cointegration. This approach permits mean-reverting dynamics for the data and the existence of a common long run stochastic trend to be maintained simultaneously. We estimate the model for the period 1963,2006 and find it compatible with this structure. The restriction that the data are I(1) and the errors are I(0) is rejected, mainly because the latter still display long memory. This result is consistent with a model of monetary policy in which the Central Bank operates affecting contracts with short term maturity, and the impulses are transmitted to contracts with longer maturities and then to the final goals. However, the transmission of the impulses along the term structure cannot be modelled using the Expectations Hypothesis. [source] Integration Among Asia-Pacific and International Stock Markets: Common Stochastic Trends and Regime ShiftsPACIFIC ECONOMIC REVIEW, Issue 1 2001Pierre L. Siklos Are stock markets in the Asia-Pacific region integrated with each other and with the US and Japan? The paper examines a number of common stochastic trends among stock prices in the US, Japan, Hong Kong, Korea, Singapore, Taiwan and Thailand. If integration exists it is a fairly recent phenomenon. Institutional and economic considerations suggest the same is true so that a single common stochastic trend among Asian and North American markets is a recent phenomenon. The reason is that the stock markets studied were only recently sufficiently liberalized to permit some form of integration to emerge. Also, not only was the 1987 stock market crash significant, but the 1991 Gulf War also signalled a turning point in the degree of stock market integration among the countries studied. [source] Modelling the trend and seasonals within an AIDS model of the demand for alcoholic beverages in the United KingdomJOURNAL OF APPLIED ECONOMETRICS, Issue 2 2002I. A. Moosa The argument that is put forward in this paper is that failure to represent stochastic trend and stochastic seasonality in an AIDS model leads to a misspecified and possibly structurally unstable model. This proposition is verified by estimating an AIDS model of the demand for alcoholic beverages in the United Kingdom. Three versions of the model are estimated, and it is demonstrated that the version allowing for stochastic trend and stochastic seasonality performs better than the other two versions of the model in terms of the diagnostics tests and goodness of fit measures. The best estimated model turns out to possess the properties of having common components and being homogenous. Further empirical testing reveals the presence of stochastic trends and cointegration between the budget shares of beer and wine. The results clearly indicate that there has been a shift away from the consumption of beer towards wine. Copyright © 2002 John Wiley & Sons, Ltd. [source] Testing against smooth stochastic trendsJOURNAL OF APPLIED ECONOMETRICS, Issue 3 2001Jukka Nyblom A trend estimated from an unobserved components model tends to be smoother when it is modelled as an integrated random walk rather than a random walk with drift. This article derives a test of the null hypothesis that the trend is deterministic against the alternative that it is an integrated random walk. It is assumed that the other component in the model is normally distributed white noise. Critical values are tabulated, the asymptotic distribution is derived and the performance of the test is compared with the test against a trend specified as a random walk with drift. The test is extended to allow for serially correlated and evolving seasonal components. When there is a stationary process containing a single autoregressive unit root close to one, a bounds test can be applied. In the case of a first-order autoregressive disturbance, it is shown that a consistent test can still be obtained by carrying out estimation of the nuisance parameters under the null hypothesis. The overall conclusion is that the most effective test against an integrated random walk is a parametric one based on the random walk plus drift test statistic, constructed from innovations, with the nuisance parameters estimated in the unrestricted model. Copyright © 2001 John Wiley & Sons, Ltd. [source] Pricing of Forward and Futures ContractsJOURNAL OF ECONOMIC SURVEYS, Issue 2 2000Ying-Foon Chow There has long been substantial interest in understanding the relative pricing of forward and futures contracts. This has led to the development of two standard theories of forward and futures pricing, namely, the Cost-of-Carry and the Risk Premium (or Unbiased Expectations) hypotheses. These studies have modelled the relationship between spot and forward/futures prices either through a no-arbitrage condition or a general equilibrium setting. Relatively few studies in this area have considered the impact of stochastic trends in the data. With the emergence of non-stationarity and cointegration in recent years, more sophisticated models of futures/forward prices have been specified. This paper surveys the significant contributions made to the literature on the pricing of forward/futures contracts, and examines recent empirical studies pertaining to the estimation and testing of univariate and systems models of futures pricing. [source] Cointegration Testing in Panels with Common Factors,OXFORD BULLETIN OF ECONOMICS & STATISTICS, Issue 2006Christian Gengenbach Abstract Panel unit-root and no-cointegration tests that rely on cross-sectional independence of the panel unit experience severe size distortions when this assumption is violated, as has, for example, been shown by Banerjee, Marcellino and Osbat [Econometrics Journal (2004), Vol. 7, pp. 322,340; Empirical Economics (2005), Vol. 30, pp. 77,91] via Monte Carlo simulations. Several studies have recently addressed this issue for panel unit-root tests using a common factor structure to model the cross-sectional dependence, but not much work has been done yet for panel no-cointegration tests. This paper proposes a model for panel no-cointegration using an unobserved common factor structure, following the study by Bai and Ng [Econometrica (2004), Vol. 72, pp. 1127,1177] for panel unit roots. We distinguish two important cases: (i) the case when the non-stationarity in the data is driven by a reduced number of common stochastic trends, and (ii) the case where we have common and idiosyncratic stochastic trends present in the data. We discuss the homogeneity restrictions on the cointegrating vectors resulting from the presence of common factor cointegration. Furthermore, we study the asymptotic behaviour of some existing residual-based panel no-cointegration tests, as suggested by Kao [Journal of Econometrics (1999), Vol. 90, pp. 1,44] and Pedroni [Econometric Theory (2004a), Vol. 20, pp. 597,625]. Under the data-generating processes (DGP) used, the test statistics are no longer asymptotically normal, and convergence occurs at rate T rather than as for independent panels. We then examine the possibilities of testing for various forms of no-cointegration by extracting the common factors and individual components from the observed data directly and then testing for no-cointegration using residual-based panel tests applied to the defactored data. [source] Integration Among Asia-Pacific and International Stock Markets: Common Stochastic Trends and Regime ShiftsPACIFIC ECONOMIC REVIEW, Issue 1 2001Pierre L. Siklos Are stock markets in the Asia-Pacific region integrated with each other and with the US and Japan? The paper examines a number of common stochastic trends among stock prices in the US, Japan, Hong Kong, Korea, Singapore, Taiwan and Thailand. If integration exists it is a fairly recent phenomenon. Institutional and economic considerations suggest the same is true so that a single common stochastic trend among Asian and North American markets is a recent phenomenon. The reason is that the stock markets studied were only recently sufficiently liberalized to permit some form of integration to emerge. Also, not only was the 1987 stock market crash significant, but the 1991 Gulf War also signalled a turning point in the degree of stock market integration among the countries studied. [source] Evidence from panel unit root and cointegration tests that the Environmental Kuznets Curve does not existAUSTRALIAN JOURNAL OF AGRICULTURAL & RESOURCE ECONOMICS, Issue 3 2003Roger Perman The Environmental Kuznets Curve (EKC) hypothesis , an inverted U-shape relation between various indicators of environmental degradation and income per capita , has become one of the ,stylised facts' of environmental and resource economics. This is despite considerable criticism on both theoretical and empirical grounds. Cointegration analysis can be used to test the validity of such stylised facts when the data involved contain stochastic trends. In the present paper, we use cointegration analysis to test the EKC hypothesis using a panel dataset of sulfur emissions and GDP data for 74 countries over a span of 31 years. We find that the data is stochastically trending in the time-series dimension. Given this, and interpreting the EKC as a long run equilibrium relationship, support for the hypothesis requires that an appropriate model cointegrates and that sulfur emissions are a concave function of income. Individual and panel cointegration tests cast doubt on the general applicability of the hypothesised relationship. Even when we find cointegration, many of the relationships for individual countries are not concave. The results show that the EKC is a problematic concept, at least in the case of sulfur emissions. [source] | ||||||||||||||||||||||