Showing 1 - 10 of 56,946
We propose a dynamic factor state-space model for high-dimensional covariance matrices of asset returns. It uses observed risk factors and assumes that the latent covariance matrix of assets and factors is observed through their realized covariance matrix with a Wishart measurement density. The...
Persistent link: https://www.econbiz.de/10012908082
Dynamic Conditional Correlation (DCC) model by allowing for a clustering structure of the univariate GARCH parameters. The … model can be estimated in two steps, the first devoted to the clustering structure, and the second focusing on correlation …
Persistent link: https://www.econbiz.de/10013125314
We propose a novel multivariate GARCH model that incorporates realized measures for the variance matrix of returns. The key novelty is the joint formulation of a multivariate dynamic model for outer-products of returns, realized variances and realized covariances. The updating of the variance...
Persistent link: https://www.econbiz.de/10011520881
We introduce a new fractionally integrated model for covariance matrix dynamics based on the long-memory behavior of daily realized covariance matrix kernels and daily return observations. We account for fat tails in both types of data by appropriate distributional assumptions. The covariance...
Persistent link: https://www.econbiz.de/10011531139
This paper proposes a new class of multivariate volatility model that utilising high-frequency data. We call this model …
Persistent link: https://www.econbiz.de/10012009351
-frequency intraday returns. It disentangles covariance estimation into variance and correlation components. This allows to estimate …
Persistent link: https://www.econbiz.de/10013115577
The paper investigates the impact of jumps in forecasting co-volatility, accommodating leverage effects. We modify the … definite. Using this approach we can disentangle the estimates of the integrated co-volatility matrix and jump variations from … the co-jumps of two assets have a significant impact on future co-volatility, but that the impact is negligible for …
Persistent link: https://www.econbiz.de/10010477100
The estimation of the covariances of high-frequency asset prices is problematic because of asynchronous trading and market microstructure noise. In the last years, both parametric and non-parametric methods have been proposed in order to handle these effects. Little attention has instead been...
Persistent link: https://www.econbiz.de/10012841029
components and the mixed-sign component load differently on economic information concerning stochastic correlation and jumps. The …
Persistent link: https://www.econbiz.de/10012116691
models. We show that HF-based predictions yield a significantly lower portfolio volatility than methods employing daily …
Persistent link: https://www.econbiz.de/10009714536