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Introduction aux modèles espace-état et au filtre de Kalman

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  • Matthieu Lemoine
  • Florian Pelgrin

Abstract

This article details the main concepts, problems and applications related to state-space models. We first present the general framework for these models and we, then, make explicit the algorithms used for the estimation, i.e. the Kalman filter and the EM algorithm. We, finally, analyse four applications : the decomposition of series into trend and cycle, the extraction of coincident economic indicators, the estimation of a time-varying equilibrium unemployment rate (TV-NAIRU) and the assessment of the informative content of the yield curve regarding future inflation.

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  • Matthieu Lemoine & Florian Pelgrin, 2003. "Introduction aux modèles espace-état et au filtre de Kalman," Revue de l'OFCE, Presses de Sciences-Po, vol. 86(3), pages 203-229.
  • Handle: RePEc:cai:reofsp:reof_086_0203
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    1. Siem Jan Koopman & Neil Shephard & Jurgen A. Doornik, 1999. "Statistical algorithms for models in state space using SsfPack 2.2," Econometrics Journal, Royal Economic Society, vol. 2(1), pages 107-160.
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    8. Chopin, Nicolas & Pelgrin, Florian, 2004. "Bayesian inference and state number determination for hidden Markov models: an application to the information content of the yield curve about inflation," Journal of Econometrics, Elsevier, vol. 123(2), pages 327-344, December.
    9. Alain Guay & Pierre St-Amant, 1996. "Do Mechanical Filters Provide a Good Approximation of Business Cycles?," Technical Reports 78, Bank of Canada.
    10. Durbin, James & Koopman, Siem Jan, 2012. "Time Series Analysis by State Space Methods," OUP Catalogue, Oxford University Press, edition 2, number 9780199641178.
    11. Laurence Boone, 2000. "Comparing Semi-Structural Methods to Estimate Unobserved Variables: The HPMV and Kalman Filters Approaches," OECD Economics Department Working Papers 240, OECD Publishing.
    12. Kozicki, Sharon & Tinsley, P. A., 2001. "Term structure views of monetary policy under alternative models of agent expectations," Journal of Economic Dynamics and Control, Elsevier, vol. 25(1-2), pages 149-184, January.
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    14. Francis X. Diebold & Glenn D. Rudebusch, 1999. "Business Cycles: Durations, Dynamics, and Forecasting," Economics Books, Princeton University Press, edition 1, number 6636.
    15. Cogley, Timothy & Nason, James M., 1995. "Effects of the Hodrick-Prescott filter on trend and difference stationary time series Implications for business cycle research," Journal of Economic Dynamics and Control, Elsevier, vol. 19(1-2), pages 253-278.
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    2. Odile Chagny & Matthieu Lemoine, 2003. "Écart de production dans la zone euro. Une estimation par le filtre de Hodrick-Prescott multivarié," Revue de l'OFCE, Presses de Sciences-Po, vol. 86(3), pages 173-202.
    3. Bationo, Rakissiwinde & Hounkpodote, Hilaire, 2009. "Estimation des changements des cours du café et du cacao: Filtre de Kalman, filtre de Hodrick-Prescott et modélisation à partir de processus markovien [Estimated Changes in Prices of Coffee and Coc," MPRA Paper 26980, University Library of Munich, Germany, revised Nov 2010.
    4. repec:spo:wpecon:info:hdl:2441/2005 is not listed on IDEAS
    5. Allegret, Jean-Pierre & Sand-Zantman, Alain, 2010. "Processus d’intégration et coordination des politiques macroéconomiques dans le Mercosur : une approche en termes de cycles," L'Actualité Economique, Société Canadienne de Science Economique, vol. 86(2), pages 163-204, juin.
    6. Andreas Groth & Patrice Dumas & Michael Ghil & Stéphane Hallegatte, 2015. "Impacts of Natural Disasters on a Dynamic Economy," Post-Print hal-01678074, HAL.
    7. Éric Heyer & Frédéric Reynès & Henri Sterdyniak, 2005. "Variables observables et inobservables dans la théorie du taux de chômage d'équilibre. Une comparaison France/États-Unis," Revue économique, Presses de Sciences-Po, vol. 56(3), pages 593-603.
    8. repec:hal:wpspec:info:hdl:2441/2005 is not listed on IDEAS
    9. Lecarpentier-Moyal, Sylvie & Renou-Maissant, Patricia, 2007. "Analyse dynamique de la convergence des comportements de demande de monnaie en Europe," L'Actualité Economique, Société Canadienne de Science Economique, vol. 83(3), pages 321-357, septembre.
    10. repec:hal:spmain:info:hdl:2441/2005 is not listed on IDEAS
    11. Sylvie Lecarpentier-Moyal & Patricia Renou-Maissant, 2007. "Analyse dynamique de la convergence des comportements de demande de monnaie en Europe," Post-Print halshs-00256488, HAL.

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