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• It is not widely emphasized in the literature that derivatives are complex random quantities which should, by custom, be characterized by their probability density functions. • It is understood that Black-Scholes style of derivatives pricing represents an expected value, i.e. the...
Persistent link: https://www.econbiz.de/10013032725
With the exception of Bitcoin, there appears to be little or no literature on GARCH modeling of cryptocurrencies. This paper provides the first GARCH modeling of the seven most popular cryptocurrencies. Twelve GARCH models are fitted to each cryptocurrency and their fits are assessed in terms of...
Persistent link: https://www.econbiz.de/10012946406
of stochastic volatility (Heston model) has been introduced in our publications “Complete Analytical Solution of the … model for Stochastic Volatility (SV). Our discovery of the probability density function of the European style Asian Options … constant volatility.All numerical evaluations based on our analytical results are practically instantaneous and absolutely …
Persistent link: https://www.econbiz.de/10013022328
This paper characterizes the dynamics of jumps and analyzes their importance for volatility forecasting. Using high … importance of jumps for volatility forecasting. To this end, we estimate and analyze the predictive ability of several …
Persistent link: https://www.econbiz.de/10012904046
We analyze the relationship between implied volatility and subsequent equity markets excess returns. We find that high … readings of implied volatility have a strong correlation with positive and economically sizable returns in the subsequent 1, 5 … volatility instead of the implied volatility of at-the-money straddles …
Persistent link: https://www.econbiz.de/10012899390
floating exchange rate system in February 2001. In this paper, an asymmetric stochastic volatility model of the foreign … exchange return and its volatility. Particularly, an increase in the return at time t results in an increase in volatility at … decrease in volatility at time t + 1. The results imply that a central bank with a volatility smoothing policy would be biased …
Persistent link: https://www.econbiz.de/10014069852
We develop a discrete-time affine stochastic volatility model with time-varying conditional skewness (SVS). Importantly …, we disentangle the dynamics of conditional volatility and conditional skewness in a coherent way. Our approach allows … autoregressive conditional heteroskedasticity (GARCH), and stochastic volatility with jumps (SVJ) models. Our results are not due to …
Persistent link: https://www.econbiz.de/10014047692
Volatility has been one of the most active and successful areas of research in time series econometrics and economic … empirical insights to emerge from this burgeoning literature, with a distinct focus on forecasting applications. Volatility is … inherently latent, and Section 1 begins with a brief intuitive account of various key volatility concepts. Section 2 then …
Persistent link: https://www.econbiz.de/10014023691
Current practice largely follows restrictive approaches to market risk measurement, such as historical simulation or RiskMetrics. In contrast, we propose flexible methods that exploit recent developments in financial econometrics and are likely to produce more accurate risk assessments, treating...
Persistent link: https://www.econbiz.de/10014025361