Estimating Hurst Index Based On Wavelet

被引:0
|
作者
Wang, Lele [1 ]
Bian, Baojun [1 ]
Yuan, Guiqiu [2 ]
机构
[1] Tongji Univ, Dept Math, Shanghai 200092, Peoples R China
[2] Zhejiang Gongshang Univ, Coll Stat 3, Zhejiang, Peoples R China
关键词
fractional Brownian; mother function; high frequency; low frequency;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Long range persistence has been observed in many fields. A variety of methods have been proposed to estimate Hurst index of non-stationary and stationary process, which has power-law decay. In this paper, non-stationary process (fractional Brownian motion) is transformed to a stationary process and the autocorrelation decay exponentially by using discrete wavelet transformation. Then a novel unbiased estimator is developed. Wavelet method not only effectively eliminates the trend of series, but also deals with the abrupt change of series. Even the series contains some noise, wavelet method can perform well. At last, by comparing with R/H method, we conclude that estimator based on wavelet is more robust and more exact than that on R/H.
引用
收藏
页码:9860 / +
页数:2
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