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预测型稳健回归模型及其实证分析 被引量:9

Forecasting Robust Regression Model and the Experimental Analysis
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摘要 The econometrics model which is established by traditional ordinary least square mainly reveals the long-term and average relations among economical variables. In the forecasting application, it couldn’t distinguish near future and far future influence. As a result, its forecasting application can’t reveal the short-term waved changes of variables. By using the method that is applied in M-estimation of robust regression to deal with outliers, we set up forecasting robust regression model. Our purpose is to add factors that economical variables are influenced by time sequence into regression model in its forecasting application. By empirical analysis, we also test and verify that this method indeed heighten the model’s forecasting precision. The econometrics model which is established by traditional ordinary least square mainly reveals the long-term and average relations among economical variables. In the forecasting application, it couldn't distinguish near future and far future influence. As a result, its forecasting application can't reveal the short-term waved changes of variables. By using the method that is applied in M-estimation of robust regression to deal with outliers, we set up forecasting robust regression model. Our purpose is to add factors that economical variables are influenced by time sequence into regression model in its forecasting application. By empirical analysis, we also test and verify that this method indeed heighten the model's forecasting precision.
出处 《统计研究》 CSSCI 北大核心 2004年第12期42-45,共4页 Statistical Research
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参考文献4

  • 1Huber,P. J. 1964. "Robust Estimation of a Location Parameter". Annals of Mathematical Statistics 35:73 ~ 101.
  • 2Stefanski, L. A. 1991. "A Note on High-Breakdown Estimators". Statistics and Probability Letters 11:353~ 358.
  • 3刘沛.回归分析的新进展——回归诊断[J].中国卫生统计,1989,6(6):51-55. 被引量:12
  • 4童恒庆.经济回归模型及计算.湖北科学技术出版社,1997.

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