商业研究
商業研究
상업연구
Commercial Research
2015年
2期
70~75
,共null页
王朝勇 孙延风 裴志利
王朝勇 孫延風 裴誌利
왕조용 손연풍 배지리
金融时间序列 波动预警 相空间重构 信息消散长度
金融時間序列 波動預警 相空間重構 信息消散長度
금융시간서렬 파동예경 상공간중구 신식소산장도
financial time series; violatility early warning; phase space reconstruction; information dissipation length
针对单变量金融时间序列,本文基于相空间重构理论和Shannon信息传输理论提出PSR—IDL波动预警方法,对深交所平安银行价格波动序列进行实证。研究发现:在序列接近波动转换临界之前,PSR—IDL指数显著增加并且连续突破警戒阈值;PSR—IDL在接近波动转换临界点之前100天里有74天发出清晰预警信号,但经典的波动预警指标CSD却没有发出清晰稳定的预警信号。这表明,在缺少有效预测模型的情况下,PSR—IDL用作单变量金融时间序列波动临界转换预警是可行有效的。
針對單變量金融時間序列,本文基于相空間重構理論和Shannon信息傳輸理論提齣PSR—IDL波動預警方法,對深交所平安銀行價格波動序列進行實證。研究髮現:在序列接近波動轉換臨界之前,PSR—IDL指數顯著增加併且連續突破警戒閾值;PSR—IDL在接近波動轉換臨界點之前100天裏有74天髮齣清晰預警信號,但經典的波動預警指標CSD卻沒有髮齣清晰穩定的預警信號。這錶明,在缺少有效預測模型的情況下,PSR—IDL用作單變量金融時間序列波動臨界轉換預警是可行有效的。
침대단변량금융시간서렬,본문기우상공간중구이론화Shannon신식전수이론제출PSR—IDL파동예경방법,대심교소평안은행개격파동서렬진행실증。연구발현:재서렬접근파동전환림계지전,PSR—IDL지수현저증가병차련속돌파경계역치;PSR—IDL재접근파동전환림계점지전100천리유74천발출청석예경신호,단경전적파동예경지표CSD각몰유발출청석은정적예경신호。저표명,재결소유효예측모형적정황하,PSR—IDL용작단변량금융시간서렬파동림계전환예경시가행유효적。
For the univariate financial time series, the paper proposed an early - warning method based on the PSR - IDL according to the theory of phase space reconstruction and Shannon information transmission and used it to carry out an empirical study on the daily closing stock price of Ping'an bank in the Shenzhen stock exchange market. The results showed the numerical value of PSR - IDL significantly increased and continuously exceeded the warning threshold value before the volatility series reached to the critical transition point. Experimental results showed that the clear warning preceded the critical transition point of volatility series by 100 trade days and accumulatively appeared for 74 days, while the classical earlywarning index CSD could not deliver clear and stable signals for early warning. The study provided a proof of principle that the PSR - IDL may be used as an early - warning signal for the volatility critical transition of univariate financial time series even in the absence of a predictive model.