The coefficient of variation asymptotic distribution in the case of non-iid random variables

被引:51
作者
Curto, Jose Dias [1 ]
Pinto, Jose Castro [1 ]
机构
[1] ISCTE Business Sch IBS, Dept Quantitat Methods, Lisbon, Portugal
关键词
coefficient of variation; autocorrelation; conditional heteroskedasticity; non-iid random variables; CONSISTENT COVARIANCE-MATRIX; NORMAL-POPULATIONS; HETEROSKEDASTICITY; STATISTICS; EQUALITY; SHARPE; SERIES;
D O I
10.1080/02664760802382491
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Due to the widespread use of the coefficient of variation in empirical finance, we derive its asymptotic sampling distribution in the case of non-iid random variables to deal with autocorrelation and/or conditional heteroskedasticity stylized facts of financial returns. We also propose statistical tests for the comparison of two coefficients of variation based on asymptotic normality and studentized time-series bootstrap. In an illustrative example, we analyze the monthly return volatility of six stock market indexes during the years 1990-2007.
引用
收藏
页码:21 / 32
页数:12
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