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We introduce a blocking and regularization approach to estimate high-dimensional covariances using high frequency data. Assets are first grouped according to liquidity. Using the multivariate realized kernel estimator of Barndorff-Nielsen, Hansen, Lunde, and Shephard (2008a), the covariance...
Persistent link: https://www.econbiz.de/10013150590
We construct a parsimonious test of constancy of the correlation matrix in the multivariate conditional correlation … deterministically as a function of time. The alternative is a covariance matrix, not a correlation matrix, so the test may be viewed as … a general test of stability of a constant correlation matrix. The size of the test in finite samples is studied by …
Persistent link: https://www.econbiz.de/10013459316
this area are the specification tests related to the correlation component, the extension of the general model to allow for … additional correlation regimes, and a detailed exposition of the systematic, improved modelling cycle required for such nonlinear …
Persistent link: https://www.econbiz.de/10014281494
This paper proposes a latent dynamic factor model for low- as well as high-dimensional realized covariance matrices of stock returns. The approach is based on the matrix logarithm and allows for flexible dynamic dependence patterns by combining common latent factors driven by HAR dynamics and...
Persistent link: https://www.econbiz.de/10010341025
into intraday covariance and correlation dynamics. We show that intraday (co-)variations (i) follow underlying periodicity …
Persistent link: https://www.econbiz.de/10010411945
into intraday covariance and correlation dynamics. We show that intraday (co-)variations (i) follow underlying periodicity …
Persistent link: https://www.econbiz.de/10010412428
&P 500 index confirms the simulation results. -- covariance estimation ; blocking ; realized kernel ; regularization …
Persistent link: https://www.econbiz.de/10003893144
&P 500 index confirms the simulation results. -- Covariance Estimation ; Blocking ; Realized Kernel ; Regularization …
Persistent link: https://www.econbiz.de/10003909174
impact of past values of realized correlation on future values is at least 10% higher when stock returns are negative rather … than positive. This finding supports the conjecture that correlation between stock returns tends to be higher when stock …
Persistent link: https://www.econbiz.de/10012843003
The estimation of the covariances of high-frequency asset prices is problematic because of asynchronous trading and …
Persistent link: https://www.econbiz.de/10012841029