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for volatility, correlation and covariance using high frequency financial data. It also implements complementary …
Persistent link: https://www.econbiz.de/10013237488
We address some issues that arise with the Dynamic Conditional Correlation (DCC) model. We prove that the DCC large … system estimator (DCC estimator) can be inconsistent, and that the traditional interpretation of the DCC correlation … parameters can lead to misleading conclusions. We then suggest a more tractable dynamic conditional correlation model (cDCC model …
Persistent link: https://www.econbiz.de/10013134164
Covariates in regressions may be linked to each other on a network. Knowledge of the network structure can be incorporated into regularized regression settings via a network penalty term. However, when it is unknown whether the connection signs in the network are positive (connected covariates...
Persistent link: https://www.econbiz.de/10014357781
that characterize long-term correlation patterns. We associate such term behavior with low-frequency economic variables … improves both the empirical fit of equity correlations in the U.S. and correlation forecasts at long horizons …
Persistent link: https://www.econbiz.de/10013093890
We introduce a class of large Bayesian vector autoregressions (BVARs) that allows for non-Gaussian, heteroscedastic and serially dependent innovations. To make estimation computationally tractable, we exploit a certain Kronecker structure of the likelihood implied by this class of models. We...
Persistent link: https://www.econbiz.de/10013012327
measuring the contemporaneous correlation between the return shock and the volatility shock. We show that the contemporaneous … correlation can be quantified within an EGARCH model, where the composite disturbance to the return follows a normal log … the contemporaneous correlation being negative and the ARCH-M effect being positive …
Persistent link: https://www.econbiz.de/10013133961
Unemployment, firm Dynamics, and the Business CyclTime variation is a fundamental problem in statistical and econometric analysis of macroeconomic and financial data. Recently there has been considerable focus on developing econometric modelling that enables stochastic structural change in model...
Persistent link: https://www.econbiz.de/10012316010
variable as well as the correlation of the covariates in the active set are allowed to vary over time, without committing to …
Persistent link: https://www.econbiz.de/10013494088
, the paper analyzes the returns correlation, serial correlation and heteroscedasticity on the NSE All-share Index, Banking … from the ACF and LB-Q statistics indicate evidence of serial correlation in majority of the sectors’ returns. Furthermore …
Persistent link: https://www.econbiz.de/10011862130
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/10012968271