Efficient Bayesian estimation of a multivariate stochastic volatility model with cross leverage and heavy-tailed errors
DOI10.1016/j.csda.2010.07.015zbMath1255.62066OpenAlexW2055647384MaRDI QIDQ1927147
Yasuhiro Omori, Tsunehiro Ishihara
Publication date: 30 December 2012
Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1016/j.csda.2010.07.015
asymmetryMarkov chain Monte Carloleverage effectmultivariate stochastic volatilitymulti-move samplerheavy-tailed error
Estimation in multivariate analysis (62H12) Applications of statistics to actuarial sciences and financial mathematics (62P05) Bayesian inference (62F15) Statistics of extreme values; tail inference (62G32) Numerical analysis or methods applied to Markov chains (65C40)
Related Items (14)
Cites Work
- Unnamed Item
- Unnamed Item
- Analysis of high dimensional multivariate stochastic volatility models
- Stochastic volatility with leverage: fast and efficient likelihood inference
- Leverage, heavy-tails and correlated jumps in stochastic volatility models
- Estimating stochastic volatility models using daily returns and realized volatility simultaneously
- Factor stochastic volatility with time varying loadings and Markov switching regimes
- Block sampler and posterior mode estimation for asymmetric stochastic volatility models
- Stochastic volatility model with leverage and asymmetrically heavy-tailed error using GH skew Student's \(t\)-distribution
- Sequential Monte Carlo Methods in Practice
- Multivariate Stochastic Volatility
- Likelihood analysis of non-Gaussian measurement time series
- A simple and efficient simulation smoother for state space time series analysis
- Bayesian Measures of Model Complexity and Fit
- Disturbance smoother for state space models
- The simulation smoother for time series models
- A multi-move sampler for estimating non-Gaussian time series models: Comments on Shephard & Pitt (1997)
- Multivariate Stochastic Volatility: A Review
- Multivariate Stochastic Volatility Models with Correlated Errors
- Asymmetric Multivariate Stochastic Volatility
This page was built for publication: Efficient Bayesian estimation of a multivariate stochastic volatility model with cross leverage and heavy-tailed errors