A Statistical Analysis of Chinese Stock Indices Returns From Approach of Parametric Distributions Fitting

被引:0
|
作者
Si Y. [1 ,3 ]
Nadarajah S. [2 ]
机构
[1] School of Science, Anhui Agricultural University, Anhui, Hefei
[2] Department of Mathematics, Alan Turing Building, University of Manchester, Oxford Road, Manchester
[3] Bank of HuZhou, Zhejiang
关键词
Generalized t distribution; Maximum likelihood; Stock indices;
D O I
10.1007/s40745-022-00421-9
中图分类号
学科分类号
摘要
The stock price process in China is full of uncertainty hence the stock indices were introduced to serve as indicators of the financial market. How to capture the statistical characteristics of Chinese stock indices returns by the method of parametric distributions fitting could be useful in the fields of econometrics and risk management. In this paper, we use a wider range of parametric distributions to model four main Chinese stock indices. We find a generalization of the Student’s t distribution is shown to provide the best fit. © 2022, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
引用
收藏
页码:73 / 88
页数:15
相关论文
共 50 条
  • [1] STATISTICAL ANALYSIS OF PRICE RETURNS OF REGIONAL STOCK MARKET INDICES
    Radisic, Mladen
    Dobromirov, Dusan
    [J]. TRANSFORMATIONS IN BUSINESS & ECONOMICS, 2017, 16 (03): : 175 - 186
  • [2] A Statistical Analysis of the Colombo Stock Returns
    Zhang, Zili
    Nadarajah, Saralees
    [J]. GLOBAL BUSINESS REVIEW, 2021, 22 (01) : 101 - 118
  • [3] Comparing the statistical characteristics of returns in Chinese stock markets
    Wang, Xinyu
    Gan, Dali
    Wang, Bangjun
    Sun, Ziyuan
    [J]. Fifth Wuhan International Conference on E-Business, Vols 1-3: INTEGRATION AND INNOVATION THROUGH MEASUREMENT AND MANAGEMENT, 2006, : 1640 - 1645
  • [4] Long-term memory of the returns in the Chinese stock indices
    Wei Wan
    Jian-Wei Zhang
    [J]. Frontiers of Physics in China, 2008, 3 : 489 - 494
  • [5] Long-term memory of the returns in the Chinese stock indices
    Wan, Wei
    Zhang, Jian-Wei
    [J]. FRONTIERS OF PHYSICS IN CHINA, 2008, 3 (04): : 489 - 494
  • [6] Empirical distributions of Chinese stock returns at different microscopic timescales
    Gu, Gao-Feng
    Chen, Wei
    Zhou, Wei-Xing
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2008, 387 (2-3) : 495 - 502
  • [7] Parametric Value-at-Risk analysis: Evidence from stock indices
    Mabrouk, Samir
    Saadi, Samir
    [J]. QUARTERLY REVIEW OF ECONOMICS AND FINANCE, 2012, 52 (03): : 305 - 321
  • [8] Sentiment indices and stock returns: Evidence from China
    Xu, Yongan
    Wang, Jianqiong
    Chen, Zhonglu
    Liang, Chao
    [J]. INTERNATIONAL JOURNAL OF FINANCE & ECONOMICS, 2023, 28 (01) : 1063 - 1080
  • [9] A statistical learning approach for stock selection in the Chinese stock market
    Wu, Wenbo
    Chen, Jiaqi
    Xu, Liang
    He, Qingyun
    Tindall, Michael L.
    [J]. FINANCIAL INNOVATION, 2019, 5 (01)
  • [10] A statistical learning approach for stock selection in the Chinese stock market
    Wenbo Wu
    Jiaqi Chen
    Liang Xu
    Qingyun He
    Michael L. Tindall
    [J]. Financial Innovation, 5