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Bayesian SAR model with stochastic volatility and multiple time-varying weights

  • A novel spatial autoregressive model for panel data is introduced, which incor-porates multilayer networks and accounts for time-varying relationships. Moreover, the proposed approach allows the structural variance to evolve smoothly over time and enables the analysis of shock propagation in terms of time-varying spillover effects. The framework is applied to analyse the dynamics of international relationships among the G7 economies and their impact on stock market returns and volatilities. The findings underscore the substantial impact of cooperative interactions and highlight discernible disparities in network exposure across G7 nations, along with nuanced patterns in direct and indirect spillover effects.

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Author:Michele CostolaORCiD, Matteo IacopiniORCiD, Casper Wichers
URN:urn:nbn:de:hebis:30:3-715363
URL:https://ssrn.com/abstract=4620913
DOI:https://doi.org/10.2139/ssrn.4620913
Series (Serial Number):SAFE working paper (407)
Publisher:SAFE
Place of publication:Frankfurt am Main
Document Type:Working Paper
Language:English
Year of Completion:2023
Year of first Publication:2023
Publishing Institution:Universitätsbibliothek Johann Christian Senckenberg
Release Date:2023/11/10
Tag:Bayesian inference; International relationships; Multilayer networks; Spatial autoregressive model; Stochastic volatility; Time-varying networks
Edition:October 31, 2023
Page Number:35
Note:
JEL-Klassifikation:  	
C58 Financial Econometrics
HeBIS-PPN:513882561
Institutes:Wirtschaftswissenschaften / Wirtschaftswissenschaften
Wissenschaftliche Zentren und koordinierte Programme / House of Finance (HoF)
Wissenschaftliche Zentren und koordinierte Programme / Center for Financial Studies (CFS)
Wissenschaftliche Zentren und koordinierte Programme / Sustainable Architecture for Finance in Europe (SAFE)
Dewey Decimal Classification:3 Sozialwissenschaften / 33 Wirtschaft / 330 Wirtschaft
JEL-Classification:C Mathematical and Quantitative Methods / C1 Econometric and Statistical Methods: General / C11 Bayesian Analysis
C Mathematical and Quantitative Methods / C3 Multiple or Simultaneous Equation Models / C33 Models with Panel Data
C Mathematical and Quantitative Methods / C5 Econometric Modeling / C51 Model Construction and Estimation
Sammlungen:Universitätspublikationen
Licence (German):License LogoDeutsches Urheberrecht