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再论线性模型自变元选择的BIC方法相容性条件 被引量:3

FURTHER DISCUSSION OF CONSISTENT CONDITIONS OF BIC PROCEDURE IN LINEAR REGRESSION MODELS
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摘要 在许多情况下,对线性回归模型我们感兴趣于选择足够多的重要预测变量。本文指出了[1]中对著名的BIC准则变量选择方法强相合性证明的错误,并重新给出了一组强相合性条件。在这组条件下,我们也证明了BIC选择方法是强相合的。这组新的条件既容易验证又应用广泛。 In many situations,what one is interested in about linear regression models is to select adequate important predictive variables. In this paper,we point out a mistake in verifying strong consistency of famous BIC criterion variable selection in[1]. Also, a set of new strong consistent conditions are given. Under these conditions,BIC selection procedure is proved to be strongly consistent. These new conditions are easily verified and can be widely applied.
作者 孙道德
机构地区 阜阳师范学院
出处 《高校应用数学学报(A辑)》 CSCD 北大核心 1995年第1期26-33,共8页 Applied Mathematics A Journal of Chinese Universities(Ser.A)
关键词 BIC准则 变量选择 线性回归 相合性 BIC Criterion Variable Selection Linear Regression Model Consistent.
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参考文献4

  • 1陈希孺,线性模型参数的估计理论,1985年
  • 2Lai T L,Ann Probab,1982年,2卷,320页
  • 3张尧庭,多元分析引论,1982年
  • 4安鸿志,淮北煤炭师院学报,1989年,10卷,1页

同被引文献9

  • 1Lai T L, Wei C Z. Least squares estimates in stochastic regression model with applications to identification and control of dynamic systems[J]. Ann. Statist. , 1982,10(1):154-166.
  • 2Stout W F. Almost Sure Convergence[M]. New York.. Academic, 1974.
  • 3Lai T L, Wei C Z. Asymptotic properties of projections with applications to stochastic regression problem[J]. J. of Multivariate Analysis, 1982,12:346-370.
  • 4Lai Tzeleung.,Wei Chingzong.Least squares estimates in stochastic regression model with applications to identification and control of dynamic systems[J].Ann.Statist.,1982,10(1):154-166.
  • 5Stout W.F..Almost Sure Convergence[M].Academic,New York,1974.
  • 6Lai Tzeleung.,Wei Chingzong.Asymptotic properties of projections with applications to stochastic regression problem[J].J.of Multivariate Analysis,1982,12:346-370.
  • 7Wei Chingzong.On predictive least squares principles[J].The Annals of statistics,1992,20(1):1-42.
  • 8Sun Dao-de Department of Computer, Fuyang Teachers College, Anhui 236032,China.Selection of the Linear Regression Model According to the Parameter Estimation[J].Wuhan University Journal of Natural Sciences,2000,5(4):400-405. 被引量:28
  • 9孙道德.线性回归模型中自变无选择的逐步回归方法及其相合性研究[J].数学杂志,2001,21(1):71-78. 被引量:3

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