期刊文献+
共找到8篇文章
< 1 >
每页显示 20 50 100
Markov-Switching Time-Varying Copula Modeling of Dependence Structure between Oil and GCC Stock Markets 被引量:1
1
作者 Heni Boubaker Nadia Sghaier 《Open Journal of Statistics》 2016年第4期565-589,共25页
This paper proposes a Markov-switching copula model to examine the presence of regime change in the time-varying dependence structure between oil price changes and stock market returns in six GCC countries. The margin... This paper proposes a Markov-switching copula model to examine the presence of regime change in the time-varying dependence structure between oil price changes and stock market returns in six GCC countries. The marginal distributions are assumed to follow a long-memory model while the copula parameters are supposed to evolve according to the Markov-switching process. Furthermore, we estimate the Value-at-Risk (VaR) based on the proposed approach. The empirical results provide evidence of three regime changes, representing precrisis, financial crisis and post-crisis, in the dependence structure between energy and GCC stock markets. In particular, in the pre- and post-crisis regimes, there is no dependence, while in the crisis regime, there is significant tail dependence. For OPEC countries, we find lower tail dependence whereas in non-OPEC countries, we see upper tail dependence. VaR experiments show that the Markov-switching time- varying copula model performs better than the time-varying copula model. 展开更多
关键词 Time-Varying Copulas markov-switching Model Oil Price Changes GCC Stock Markets VAR
下载PDF
A Markov-switching predator-prey model with Allee effect for preys
2
作者 Xiaoxia Guo Zhiming Guo 《International Journal of Biomathematics》 SCIE 2020年第3期79-106,共28页
This paper concerns with a Markov-switching predator-prey model with Allee effect for preys.The conditions under which extinction of predator and prey populations occur have been established.Sufficient conditions are ... This paper concerns with a Markov-switching predator-prey model with Allee effect for preys.The conditions under which extinction of predator and prey populations occur have been established.Sufficient conditions are also given for persistence and global attractivity in mean.In addition,stability in the distribution of the system under con-sideration is derived under some assumptions.Finally,numerical simulations are carried out to illustrate theoretical results. 展开更多
关键词 markov-switching prey-predator model Allee effect EXTINCTION persistence in mean stable in distribution
原文传递
上证50ETF期权推出对上证50指数的影响——基于Markov-switching GARCH模型
3
作者 丘建泽 《财讯》 2020年第20期148-151,共4页
本文研究上证50ETF期权的推出对上证50指数收益率波动性的影响。首先对上证50指数日对数收益率序列进行描述性分析,发现其具有尖峰厚尾、异方差性等特征。其次使用MSGARCH(1,1)模型对上证50指数日对数收益率两个子样本序列进行拟合,根... 本文研究上证50ETF期权的推出对上证50指数收益率波动性的影响。首先对上证50指数日对数收益率序列进行描述性分析,发现其具有尖峰厚尾、异方差性等特征。其次使用MSGARCH(1,1)模型对上证50指数日对数收益率两个子样本序列进行拟合,根据模型拟合的结果分析期权的推出对上证50指数收益率波动性的影响,结果表明上证50ETF期权的推出增加了上证50指数收益率波动的稳定性,发挥了平缓波动的作用。最后根据得到的结论分别针对投资者、监管机构和我国金融市场提出了几点建议。 展开更多
关键词 上证50指数 上证50ETF期权 收益率波动性 markov-switching GARCH模型
下载PDF
基于马尔科夫模型的回归研究及其应用
4
作者 何成刚 丁宏强 +2 位作者 陈思宝 罗斌 王家鑫 《计算机技术与发展》 2022年第4期8-14,38,共8页
在国内外回归分析方法的研究中,神经网络、支持向量机等传统方法被广泛使用,但是由于其计算量太大而且对计算模型和数据的准确性要求很高,在实际的应用中局限性强。为了解决这些难题,对Markov理论和相关模型进行了深入的研究。首先将多... 在国内外回归分析方法的研究中,神经网络、支持向量机等传统方法被广泛使用,但是由于其计算量太大而且对计算模型和数据的准确性要求很高,在实际的应用中局限性强。为了解决这些难题,对Markov理论和相关模型进行了深入的研究。首先将多元回归和Markov模型进行结合,提出了基于多元回归的Markov模型,解决了转移矩阵难以确定的问题,并将其应用于国民收入预测中,减少了运算复杂度并且解决了实际应用中的局限性,提高了模型的鲁棒性。同时将Markov模型和Regime Switching Model进行结合,提出了基于Markov-switch的回归算法,使用状态转移矩阵来处理数据,实验结果表明该算法可以有效地提高预测效率和大幅度减少运算时间,并且在UCI数据集上进行验证和传统方法相比,标准差减少72.72%、相关系数提高2%、运行时间减少了50%。 展开更多
关键词 MARKOV模型 多元回归 markov-switch回归算法 减少运算量 缩短运算时间
下载PDF
消费支出、财富增长与资产收益:来自中国的证据
5
作者 张晨 《广西质量监督导报》 2019年第4期206-209,共4页
本文旨在从宏观的角度来探究微观的资产收益率的变化。消费和财富是居民部门的重要的宏观变量,同时也是融资市场性和市场流动流动性的主要来源。因此消费支出和财富的变化会影响到融资流动性和市场流动性的变化,继而影响到各类资产的收... 本文旨在从宏观的角度来探究微观的资产收益率的变化。消费和财富是居民部门的重要的宏观变量,同时也是融资市场性和市场流动流动性的主要来源。因此消费支出和财富的变化会影响到融资流动性和市场流动性的变化,继而影响到各类资产的收益率。本文选取2002Q2-2017Q4的居民消费支出、可支配收入、房地产资产以及储蓄,运用协整回归模型构建了CAY指数。然后运用Markov-Switching区制转换回归模型研究CAY指数对股票、债券、房地产以及大宗商品的收益率的影响作用。实证结果表明,总体来说,CAY指数越高,资产收益率越高。对于具体的资产来说,CAY指数对股票和债券在下行阶段的影响作用较为显著;对于房地产资产收益来说,影响并不显著;对于大宗商品,在上行阶段的影响作用较为显著。 展开更多
关键词 消费支出 财富增长 资产收益 markov-switching区制转换回归
下载PDF
我国经济周期波动的非对称性和持续性研究 被引量:87
6
作者 陈浪南 刘宏伟 《经济研究》 CSSCI 北大核心 2007年第4期43-52,共10页
本文利用1979年至2004年之间中国GDP季度数据,采用三区制马尔可夫均值和方差转移的二阶自回归(MSMV(3)-AR(2))模型和贝叶斯Gibbs抽样非参数估计方法,对我国经济周期波动的非对称性和持续性进行了实证分析。实证结果表明,MSMV(3)-AR(2)... 本文利用1979年至2004年之间中国GDP季度数据,采用三区制马尔可夫均值和方差转移的二阶自回归(MSMV(3)-AR(2))模型和贝叶斯Gibbs抽样非参数估计方法,对我国经济周期波动的非对称性和持续性进行了实证分析。实证结果表明,MSMV(3)-AR(2)模型对我国经济状况提供了很好的拟合,显著支持增长率序列具有三区制状态:低速增长阶段,适速增长阶段和高速增长阶段。我国经济周期的非对称性主要体现在各个增长阶段的均值、方差、阶段性之间的转移概率的不同。我国经济周期的持续性主要体现在各个增长阶段的自维持概率和阶段性之间的转移概率的不同。此外,我国经济"适速增长阶段"的稳定性最高,"高速增长阶段"的平均持续期最长。 展开更多
关键词 经济周期 非对称性 持续性 markov-switching模型 GIBBS抽样
原文传递
Mix of Fiscal and Monetary Policy Rules and Inflation Dynamics in China 被引量:2
7
作者 Qingwang Guo Junxue Jia +1 位作者 Yongjie Zhang Zhiyun Zhao 《China & World Economy》 SCIE 2011年第5期47-66,共20页
The present paper examines the role of the mix of fiscal and monetary policy rules in determining inflation dynamics using fiscal and monetary policy reaction func.tions and Markov-switching vector autoregression meth... The present paper examines the role of the mix of fiscal and monetary policy rules in determining inflation dynamics using fiscal and monetary policy reaction func.tions and Markov-switching vector autoregression methods based on quarterly data in the period 1992-2007. Our results show that fiseal and monetary policies in China can be adequately described using some simple rules, and that significant regime shifts took plaee around 1998. Fiscal policy tended to be active and countereyclical in the pre-1998 period, then switched to be passive and more eountercyclical, whereas monetary policy was characterized as passive and procyclical in the pre-1998 period, and switched to be active and countercyclical afterwards. The mix of fiscal and monetary policy rules can explain inflation dynamics better than the monetary policy rule alone. Therefore, price stability requires not only appropriate monetary policy but also appropriate fiseal policy. 展开更多
关键词 fiscal policy rules generalized method of moment inflation dynamics markov-switching vector autoregressions monetary policy rules
原文传递
Study of Regime Switching in Chinese Stock Market 被引量:1
8
作者 Jie Jiang 《Journal of Systems Science and Information》 2006年第1期59-65,共7页
This paper applies Markov switching techniques to examine the different conditions of Chinese Stock Market from 1995 to 2004, Three contrasting regimes are identified: a bear market, a bull market and a speculative m... This paper applies Markov switching techniques to examine the different conditions of Chinese Stock Market from 1995 to 2004, Three contrasting regimes are identified: a bear market, a bull market and a speculative market, This paper also surveys the time period and probability of each regime, The timing of regime switching reflects the strong policy market feature of Chinese stock market. 展开更多
关键词 markov-switching Chinese stock market policy market
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部