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基于Copula的回归预测

REGRESSION PREDICTION BASED ON COPULA
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摘要 针对回归预测问题,分别引入Copula回归函数和Copula τ分位数来对因变量进行点预测和区间预测,相应的通过均方误差和区间的平均长度作为预测准确性的评价指标,最后通过实证研究并与线性回归预测做比较表明:基于Copula的回归预测方法效果更好. Aiming at regression prediction problems,we introduce Copula regression function and Copula τ quantile respectively,which is applied to the point prediction and the interval prediction for the dependent variable.Mean square error and the average length of interval are used as evaluation index of the prediction accuracy accordingly.At last,through empirical research and the linear regression prediction for contrast,it shows better effect for the method of regression prediction based on Copula.
出处 《山东师范大学学报(自然科学版)》 CAS 2013年第4期57-59,共3页 Journal of Shandong Normal University(Natural Science)
关键词 Copula回归函数 COPULA τ分位数 预测 极大似然估计 拟合检验 Copula regression function Copula quantile prediction maximum likelihood estimate fitting test
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  • 1[1]Nelsen,R.B..An introduction to copula[M].Springer-Verlag,New York,1999.
  • 2[2]Xu,J.J..Statistical modeling and inference for multivariatr and longitudinal discrete response data.PhD thesis,Statistica Department,University of British Columbia,1996.
  • 3[3]Song,P.Y.,Fan,Y.and Kalbfleisch,J..Maximization by parts in likelihood inference[J].Journal of the American Statistical Association,2005,(100):1145-1167.
  • 4Jean-David Fermaniam Scaillet O. Nonparametric Estimation of Copulas for Time Series [R]. FAME Research Paper, 2002, 57:1224 -1233.
  • 5Werner Hiirlimann. Hutchinson-Lai's conjecture for bivariate extreme value copulas [J]. Statistics & Probability Letters, 2003, 61(3): 191-198.
  • 6David A, ttennessy, Allocations, etc. The use of archimedean copulas to model portfolio [J]. Mathematical Finance, 2002, 12(2): 143 -146.
  • 7Bouye E. Dynamic copula quantile regressions and tail area dynamic dependence in Forex markets [R]. London Financial Econometric Research Centre, City University Business School, 2003 (WP03- 01), 6:122- 132.
  • 8Schweizer B, Sklar A. Probabilistic Metric Space [M]. New York: North-holland, 1983.
  • 9Nelsen R B. An introduction to copulas [M]. New York: Springer, 1998.
  • 10Sungur E A. Some observations on Copula regression functions [J]. Communications in Statistics Theory and Methods, 2005, 34:1967 -1978.

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