已实现汇率波动的分布

The Distribution of Realized Exchange Rate Volatility

Journal of the American Statistical Association · 2001
被引 2199 · 同刊同年前 1%
ABS 4

中文导读

利用德国马克和日元兑美元的高频数据,构建了无模型的日度汇率波动率和相关性估计,并刻画了它们的无条件与条件联合分布,发现波动率存在长记忆性和精确的时域聚合标度律。

Abstract

Using high-frequency data on deutschemark and yen returns against the dollar, we construct model-free estimates of daily exchange rate volatility and correlation that cover an entire decade. Our estimates, termed realized volatilities and correlations, are not only model-free, but also approximately free of measurement error under general conditions, which we discuss in detail. Hence, for practical purposes, we may treat the exchange rate volatilities and correlations as observed rather than latent. We do so, and we characterize their joint distribution, both unconditionally and conditionally. Noteworthy results include a simple normality-inducing volatility transformation, high contemporaneous correlation across volatilities, high correlation between correlation and volatilities, pronounced and persistent dynamics in volatilities and correlations, evidence of long-memory dynamics in volatilities and correlations, and remarkably precise scaling laws under temporal aggregation.

金融计量经济学汇率波动已实现波动率高频金融数据波动率建模