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Does Bayesian shrinkage help to better reflect what happened during the subprime crisis?

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  • Kaabia, Olfa
  • Abid, Ilyes
  • Guesmi, Khaled

Abstract

We study the contagion effects of a U.S. housing shock on OECD countries over the period of the subprime crisis. Considering a large database containing national macroeconomic, financial, and trade dynamic variables for 17 OECD countries, we evaluate forecasting accuracy, and perform a structural analysis exercise using VAR models of different sizes: a standard VAR estimated by OLS and a MEDIUM and LARGE VARs estimated by a Bayesian shrinkage procedure.

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  • Kaabia, Olfa & Abid, Ilyes & Guesmi, Khaled, 2013. "Does Bayesian shrinkage help to better reflect what happened during the subprime crisis?," Economic Modelling, Elsevier, vol. 31(C), pages 423-432.
    • Handle: RePEc:eee:ecmode:v:31:y:2013:i:c:p:423-432
    DOI: 10.1016/j.econmod.2012.12.008
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    2. Shen, Junjie & Huang, Shupei, 2022. "Copper cross-market volatility transition based on a coupled hidden Markov model and the complex network method," Resources Policy, Elsevier, vol. 75(C).
    3. Khaled Guesmi & Nabila BOUKEF JLASSI & Ahmed Atil & Imen Haouet, 2016. "On the Influence of Oil Prices on Financial Variables," Economics Bulletin, AccessEcon, vol. 36(4), pages 2261-2274.
    4. Kaabia, Olfa & Abid, Ilyes & Mkaouar, Farid, 2016. "The dark side of the black gold shock onto Europe: One stock's joy is another stock's sorrow," Economic Modelling, Elsevier, vol. 58(C), pages 642-654.
    5. Chen, Guojin & Hong, Zhiwu & Ren, Yu, 2016. "Durable consumption and asset returns: Cointegration analysis," Economic Modelling, Elsevier, vol. 53(C), pages 231-244.
    6. Miyakoshi, Tatsuyoshi & Takahashi, Toyoharu & Shimada, Junji & Tsukuda, Yoshihiko, 2014. "The dynamic contagion of the global financial crisis into Japanese markets," Japan and the World Economy, Elsevier, vol. 31(C), pages 47-53.

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    More about this item

    Keywords

    Contagion; Subprime crisis; OECD housing markets; VAR/BVAR models; Bayesian shrinkage;
    All these keywords.

    JEL classification:

    • F47 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Forecasting and Simulation: Models and Applications
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models

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