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来源类型Working Paper
规范类型报告
DOI10.3386/w10111
来源IDWorking Paper 10111
A Tale of Two Time Scales: Determining Integrated Volatility with Noisy High Frequency Data
Lan Zhang; Per A. Mykland; Yacine Ait-Sahalia
发表日期2003-11-17
出版年2003
语种英语
摘要It is a common practice in finance to estimate volatility from the sum of frequently-sampled squared returns. However market microstructure poses challenges to this estimation approach, as evidenced by recent empirical studies in finance. This work attempts to lay out theoretical grounds that reconcile continuous-time modeling and discrete-time samples. We propose an estimation approach that takes advantage of the rich sources in tick-by-tick data while preserving the continuous-time assumption on the underlying returns. Under our framework, it becomes clear why and where the usual' volatility estimator fails when the returns are sampled at the highest frequency.
主题Econometrics ; Estimation Methods ; Financial Economics ; Portfolio Selection and Asset Pricing
URLhttps://www.nber.org/papers/w10111
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/567739
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Lan Zhang,Per A. Mykland,Yacine Ait-Sahalia. A Tale of Two Time Scales: Determining Integrated Volatility with Noisy High Frequency Data. 2003.
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