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A Generator of Cauchy-distributed Time Series with Specific Hurst Index

机译:具有特定赫斯特指标的Cauchy分布时间序列的发电机

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A generator of artificial Cauchy-distributed time series is presented. This generator transforms any random time series, e.g., standardized fractional Gaussian noise (FGN), into a Cauchy-distributed series with specific location and scale parameters and correlation structure, determined by the Hurst index. The proposed algorithm consists of an inverse cumulative distribution function (ICDF) transformation, a wavelet-analysis synthesis and, finally, a linear transformation. The resulting Cauchy-distributed series has approximately the desired location and scale parameters and exactly the desired Hurst index. The performance of the proposed generator is evaluated by estimating the location, scale and Hurst parameters from artificial time series and by calculating the mean squared error (MSE) of their cumulative distribution function (CDF). The input location, scale and Hurst index used in the simulations are taken from jitter samples of monitored Voice over Internet Protocol (VoIP) calls, which have been proved to be adequately modeled with these processes under some circumstances.
机译:提出了一种人造Cauchy分布时间序列的发电机。该发生器将任何随机时间序列变换为具有特定位置和比例参数和相关结构的Cauchy分布式系列,由训练索引确定的Cauchy分布式系列。所提出的算法包括反向累积分布函数(ICDF)变换,小波分析合成,最后是线性变换。由此产生的Cauchy分布式系列具有大致所需的位置和比例参数,并且完全是所需的赫斯特指数。通过从人工时间序列估计位置,规模和赫斯特参数以及计算其累积分布函数(CDF)的平均平方误差(MSE)来评估所提出的发电机的性能。在模拟中使用的输入位置,尺度和赫斯特指数从被监控语音的抖动样本进行了互联网协议(VoIP)呼叫的抖动样本,这已被证明在某些情况下被证明是用这些过程进行充分建模的。

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