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Multifractal Analysis of Realized Volatilities in Chinese Stock Market

机译:中国股市实现稳定性的多重分析

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摘要

This paper presents a sliding window multifractal detrending moving average (MF-DMA) method for multifractal analysis of time series. Numerical experiments on the binomial multifractal measure show improvements in fitting theoretical values by sliding window MF-DMA method compared with the original MF-DMA algorithm. We try to assess the multifractality displayed by realized volatility series of SSEC (Shanghai (securities) composite index) and SZSEC (Compositional Index of Shenzhen Stock Market) indexes in Chinese stock market via sliding window MF-DMA method, and the scaling exponents obtained are fitted to a Log-normal multifractal model. Empirical analysis shows clear evidences of the existences of multifractal features in realized volatility series of SSEC and SZSEC indexes, the multifractality degree of SSEC index is stronger than that of SZSEC index. The major sources of multifractality exhibited in realized volatility series of both SSEC and SZSEC indexes are long-range correlations of small and large fluctuations, and the fat-tailed distributions have certain effects on multifractality. The Log-normal multifractal model shows great availability to capture the scaling behavior of realized volatility series of real financial data.
机译:本文介绍了一种滑动窗口多分切型移动平均(MF-DMA)方法,用于时间序列的多重分析分析。与原始MF-DMA算法相比,二项式多法措施的数值实验表明通过滑动窗口MF-DMA方法改进了拟合理论值。我们试图通过滑动窗口MF-DMA方法评估SSEC(上海(证券)综合指数)和SZSEC(深圳股票市场的组成指数)指数的股票市场索引显示的多分态,通过滑动窗口MF-DMA方法,获得的缩放指数适合对数正常的多重型号。实证分析显示了SSEC和SZSEC指标的实现波动率系列中的多重分子特征存在的清晰证据,SSEC指数的多程度比SZSEC指数强。在SSEC和SZSEC指标的实现波动率系列中展出的主要多重性源是小而大的波动的远程相关性,脂肪尾的分布对多重性态度有一定的影响。 Log-Normal Multifractal模型显示出捕捉实现真实财务数据的实现挥发行为的巨大可用性。

著录项

  • 来源
    《Computational economics》 |2020年第2期|319-336|共18页
  • 作者单位

    Zhejiang Univ Finance & Econ Sch Finance Hangzhou 310018 Zhejiang Peoples R China;

    South China Univ Technol Sch Business Adm Guangzhou 510641 Guangdong Peoples R China;

    Zhejiang Univ Finance & Econ Sch Finance Hangzhou 310018 Zhejiang Peoples R China|Zhejiang Univ Finance & Econ China Acad Financial Res Hangzhou 310018 Zhejiang Peoples R China;

    Zhejiang Univ Finance & Econ Sch Finance Hangzhou 310018 Zhejiang Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Multifractality; Sliding window MF-DMA; Log-normal multifractal model; Realized volatility;

    机译:多重性;滑动窗口MF-DMA;对数正常的多重型号;实现波动;

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