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This note discusses some aspects of the paper by Hu and Tsay (2014), "Principal Volatility Component Analysis". The key issues are considered, and are also related to existing conditional covariance and correlation models. Some caveats are given about multivariate models of time-varying...
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We provide the analytical gradient of the full model likelihood for the Dynamic Conditional Correlation (DCC …
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that the DCC-NL estimator results in risk reduction and efficiency increase in large portfolios as long as a small amount … of leverage is allowed, whereas tightening the leverage constraint often hurts a DCC-NL portfolio. …
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combination of DCC (Dynamic Conditional Correlation - a well-known Multivariate GARCH model) - with NL (Non-Linear shrinkage, a … substantial upgrade upon linear shrinkage technology); although 130/30 DCC-NL comes a close second. This is true both in the "pure …
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