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assets. Building on this idea, we propose the use of a highly flexible and tractable model to forecast the volatility of an …
Persistent link: https://www.econbiz.de/10010407672
volatility models results in superior out-of-sample risk forecasts, compared to forecasts from existing models and more …
Persistent link: https://www.econbiz.de/10012970195
Standard realized volatility (RV) measures estimate the latent volatility of an asset price using high frequency data … estimate of volatility to the application in which it will be used. For example, if the volatility measure will be used in a … volatility. We use methods from machine learning to estimate optimal “bespoke” RVs for heterogeneous autoregressive (HAR) and …
Persistent link: https://www.econbiz.de/10014255167
Persistent link: https://www.econbiz.de/10013262971
. Our results indicate that over the period 1900:1-2014:2 the time-varying VAR model with stochastic volatility outranks all …
Persistent link: https://www.econbiz.de/10013024926
The CCC-GARCH model, and its dynamic correlation extensions, form the most important model class for multivariate asset returns. For multivariate density and portfolio risk forecasting, a drawback of these models is the underlying assumption of Gaussianity. This paper considers the so-called...
Persistent link: https://www.econbiz.de/10014236254
Option-implied moments, like implied volatility, contain useful information about an underlying asset's return …
Persistent link: https://www.econbiz.de/10010399367
't forecast these hazards. Consequently, we witness a growing interest in coherent risk measures, sensitive to high moments and …
Persistent link: https://www.econbiz.de/10013090906
significantly higher utility for volatility managed portfolios. Superior forecast performance is especially pronounced for firms … forest. In contrast to conventional random forests that approximate the volatility nonparametrically using local averaging … forecasting performance of the HAR forest across multiple forecast horizons and across 186 S&P 500 constituents. This leads to …
Persistent link: https://www.econbiz.de/10013404288
This study investigates the predictability of a fixed uncertainty index (UI) for realized variances (volatility) in the …
Persistent link: https://www.econbiz.de/10013272632