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Constructing Structural VAR Models with Conditional Independence Graphs

In this paper graphical modelling is used to select a sparse structure for a multivariate time series model of New Zealand interest rates. In particular, we consider a recursive structural vector autoregressions that can subsequently be described parsimoniously by a directed acyclic graph, which could be given a causal interpretation. A comparison between competing models is then made by considering likelihood and economic theory.

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File URL: http://www.econ.canterbury.ac.nz/RePEc/cbt/econwp/0819.pdf
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Paper provided by University of Canterbury, Department of Economics and Finance in its series Working Papers in Economics with number 08/19.

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Length: 12 pages
Date of creation: 28 Nov 2008
Date of revision:
Handle: RePEc:cbt:econwp:08/19
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  1. C. Bruneau & E. Jondeau, 1997. "Long-run causality, with an application to international links between long-term interest rates," THEMA Working Papers 97-26, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
  2. Granville Tunnicliffe Wilson & Marco Reale, 2008. "The sampling properties of conditional independence graphs for I(1) structural VAR models," Journal of Time Series Analysis, Wiley Blackwell, vol. 29(5), pages 802-810, 09.
  3. David A. Bessler & Seongpyo Lee, 2002. "Money and prices: U.S. Data 1869-1914 (A study with directed graphs)," Empirical Economics, Springer, vol. 27(3), pages 427-446.
  4. Steffen L. Lauritzen & Thomas S. Richardson, 2002. "Chain graph models and their causal interpretations," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(3), pages 321-348.
  5. David Archer & Andy Brookes & Michael Reddell, 1999. "A cash rate system for implementing monetary policy," Reserve Bank of New Zealand Bulletin, Reserve Bank of New Zealand, vol. 62, March.
  6. Melino, Angelo, 1988. " The Term Structure of Interest Rates: Evidence and Theory," Journal of Economic Surveys, Wiley Blackwell, vol. 2(4), pages 335-66.
  7. Bessler, David A. & Fuller, Stephen W., 2000. "Railroad wheat transportation markets in the central plains: modeling with error correction and directed graphs," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 36(1), pages 21-39, March.
  8. Saghaian, Sayed H. & Hasan, Mohamad F. & Reed, Michael R., 2002. "Overshooting Of Agricultural Prices In Four Asian Economies," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 34(01), April.
  9. Cuthbertson, Keith, 1996. "The Expectations Hypothesis of the Term Structure: The UK Interbank Market," Economic Journal, Royal Economic Society, vol. 106(436), pages 578-92, May.
  10. Bagliano, Fabio C. & Favero, Carlo A., 1998. "Measuring monetary policy with VAR models: An evaluation," European Economic Review, Elsevier, vol. 42(6), pages 1069-1112, June.
  11. Tom Engsted & Ken Nyholm, 2000. "Regime shifts in the Danish term structure of interest rates," Empirical Economics, Springer, vol. 25(1), pages 1-13.
  12. Drakos, Konstantinos, 2003. "The term structure of deviations from the interest parity," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 13(1), pages 57-67, February.
  13. M. Camarero & J. Ordonez & C. R. Tamarit, 2002. "Monetary transmission in Spain: a structural cointegrated VAR approach," Applied Economics, Taylor & Francis Journals, vol. 34(17), pages 2201-2212.
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