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作 者:刘超[1,2] 郑莹 刘宸琦 刘思源 LIU Chao;ZHENG Ying;LIU Chenqi;LIU Siyuan(School of Economics and Management,Beijing University of Technology,Beijing 100124,China;Research Base of Beijing Modern Manufacturing Development,Beijing 100124;School of Mathematics and Computer Science,Dickinson College,Carlisle PA 17013,USA;Beijing-Dublin International College,Beijing University of Technology,Beijing 100124,China)
机构地区:[1]北京工业大学经济与管理学院,北京100124 [2]北京现代制造业发展研究基地,北京100124 [3]迪金森学院数学与计算机科学系,卡莱尔17013 [4]北京工业大学北京-都柏林国际学院,北京100124
出 处:《系统工程理论与实践》2020年第1期55-68,共14页Systems Engineering-Theory & Practice
基 金:国家自然科学基金(61773029,61273230):北京市属高校高水平教师队伍建设支持计划长城学者培养计划项目(CIT & TCD 20170304)。
摘 要:本文采用去趋势交叉相关性分析(DCCA)、多重分形去趋势交叉相关性分析(MF-ADCCA)、基于时间延迟的DCCA算法,选取2005年4月至2017年6月沪深300指数和采购经理人指数数据,对中国股市与经济的相依性、非对称性及传导方向进行研究,并引进DCCA交叉相关系数进行国内外比较分析,结果表明总体来看,股市与经济的交叉相关具有持久性,说明股市与经济存在相互影响;股市与经济的交叉相关具有非对称性:股市收益率(经济增速变化量)呈上升趋势比下降趋势时的交叉相关更具有持久性,同时,二者走势存在背离现象,说明股市不是经济的晴雨表;二者之间传导方向是双向的,且相同时滞时,股市对经济的影响更大;与美、英两国比较,中国股市与经济的交叉相关程度最弱.上述结果为宏观经济预测和调控提供重要参考.Based on historical data of CSI 300 index and purchasing manager’ data between April 2005 and June 2017,this paper uses detrend cross-correlation analysis(DCCA),multifractal asymmetric detrend cross-correlation analysis method(MF-ADCCA),detrend cross-correlation analysis on the time-delay to study the dependence,asymmetry and transmission direction of China’s stock market and economy,then introduces the detrend cross-correlation coefficient(DCCA coefficient) to compare and analyze the condition of domestic and foreign countries.The results indicate that the cross-correlation between stock market and economy is persistent,which shows that there is mutual influence between stock market and economy.The cross-correlation is asymmetric,indicating that the cross-correlation is more durable when the stock market return rate or the rate of economic growth is on the rise.There is inconsistency between the trend of stock market and the trend of economy,which indicates that the stock market is not the barometer of the economy.The casual relationship between them is bidirectional.For the same length of time-delay,the stock market could have a greater impact on the economy.Compared with the condition of the United States,Britain,the cross correlation between Chinese stock market and economy is the weakest.The above results provide important reference for macroecononic forecasting and regulation.
关 键 词:股市 PMI 交叉相关性 去趋势交叉相关性分析
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