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We propose semi-parametric CUSUM tests to detect a change point in the covariance structure of non-linear multivariate models with dynamically evolving volatilities and correlations. The asymptotic distributions of the proposed statistics are derived under mild conditions. We discuss the...
Persistent link: https://www.econbiz.de/10012945121
(2000) is applied but generalised to account for weekly periodicities and time-varying volatility. Eventually we find a …
Persistent link: https://www.econbiz.de/10003894769
Persistent link: https://www.econbiz.de/10009720703
In this paper, we propose a model based on multivariate decomposition of multiplicative - absolute values and signs - components of several returns. In the m-variate case, the marginals for the m absolute values and the binary marginals for the m directions are linked through a 2m-dimensional...
Persistent link: https://www.econbiz.de/10011313230
We propose a new class of observation-driven time-varying parameter models for dynamic volatilities and correlations to handle time series from heavy-tailed distributions. The model adopts generalized autoregressive score dynamics to obtain a time-varying covariance matrix of the multivariate...
Persistent link: https://www.econbiz.de/10011380135
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
A new approach to the modelling of common components in long memory processes is introduced. The approach is based on a two-step procedure relying on Fourier transform methods (first step) and principal components analysis (second step). Differently from other available methods, it allows the...
Persistent link: https://www.econbiz.de/10012754071
The focus of the volatility literature on forecasting and the predominance of the conceptually simpler HAR model over … long memory stochastic volatility models has led to the fact that the actual degree of memory estimates has rarely been … realized volatility and the potential of spurious long memory. In this paper we provide a comprehensive analysis of the memory …
Persistent link: https://www.econbiz.de/10011715842
Persistent link: https://www.econbiz.de/10010191407
multivariate stochastic volatility (factor MSV) model. The foundation for the model discussed here is the work of Doz and Renault … number of, and dynamics for, the latent factors that drive the conditional volatility of returns …
Persistent link: https://www.econbiz.de/10013150665