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SYSTEM AND METHOD FOR FORECASTING REALIZED VOLATILITY VIA WAVELETS AND NON-LINEAR DYNAMICS
SYSTEM AND METHOD FOR FORECASTING REALIZED VOLATILITY VIA WAVELETS AND NON-LINEAR DYNAMICS
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机译:通过小波和非线性动力学预测实现的波动性的系统和方法
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摘要
The system and method described herein may be used to forecast realized volatility via wavelets and non-linear dynamics. In particular, a volatility time series that includes daily volatility values associated with a security may be decomposed into wavelets via multi-resolution analysis and dynamical properties associated with the individual wavelets may be analyzed to identify deterministic and non-deterministic wavelets and produce a volatility forecast derived from a fit computed on the deterministic wavelets. For example, the wavelets may be analyzed to discover time delay, Theiler, and embedding dimension values associated therewith, which may be used to project volatility values associated with each wavelet. The projected volatility values associated with each wavelet may then be summed to produce a volatility forecast associated with the security.
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