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We propose a multiplicative component model for intraday volatility. The model consists of a seasonality factor, as well as a semiparametric and parametric component. The former captures the well-documented intraday seasonality of volatility, while the latter two account for the impact of the...
Persistent link: https://www.econbiz.de/10012990974
In statistical modeling contexts, the use of one-step-ahead prediction errors for testing hypotheses on the forecasting ability of an assumed model has been widely considered (see, e.g., Xekalaki et al. (2003, in Stochastic Musings, J.Panaretos (ed.), Laurence Erlbaum), Degiannakis and Xekalaki...
Persistent link: https://www.econbiz.de/10014062060
This paper considers estimation of semi-nonparametric GARCH filtered copula models in which the individual time series are modelled by semi-nonparametric GARCH and the joint distributions of the multivariate standardized innovations are characterized by parametric copulas with nonparametric...
Persistent link: https://www.econbiz.de/10012857717
autoregressive model (HAR) framework. We show that periodicity inflates the variance of the realized volatility and biases jump …
Persistent link: https://www.econbiz.de/10012063222
Long memory is a stylized fact found in most financial return series. In this paper, we seek to examine the impact of the presence of long memory on the dependence structure. First, we fit the multivariate dependence structure using R-vine copulas for pairs of raw and filtered returns. Second,...
Persistent link: https://www.econbiz.de/10012930466
distribution or parametric and nonparametric bootstrap techniques. These methods lead to large reductions in the total costs of …
Persistent link: https://www.econbiz.de/10012932647
estimators incorporate information related to the skewness and kurtosis of residuals. This improves their efficiency in … Variance-Gamma innovations. The methodology is also shown to be applicable for the estimation of multivariate GARCH processes …
Persistent link: https://www.econbiz.de/10012978175
functional forms. We propose a local linear method for estimating this TVC-HAR model as well as a bootstrap method for … constructed based on the generalised likelihood ratio method augmented with bootstrap method provides evidence in favour of the …
Persistent link: https://www.econbiz.de/10013076694
This paper investigates the asymptotic theory for a factor GARCH model. Sufficient conditions for strict stationarity, existence of certain moments, geometric ergodicity and B-mixing with exponential decay rates are established. These conditions allow for volatility spillover and integrated...
Persistent link: https://www.econbiz.de/10014054640
We investigate a model in which we connect slowly time varying unconditional long-run volatility with short-run conditional volatility whose representation is given as a semi-strong GARCH (1,1) process with heavy tailed errors. We focus on robust estimation of both long-run and short-run...
Persistent link: https://www.econbiz.de/10009719116