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Logistic回归模型的统计诊断与实例分析 被引量:6

Diagnostic and Numerical Example Analysis for Logistic Regression Model
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摘要 通过研究logistic回归模型的诊断,对模型的影响分析、均值漂移模型、异常点的score统计量进行了分析.推导出了判别强影响点或者异常点的诊断统计量,如广义cook距离、似然距离,讨论了局部影响分析,最后给出了实例分析. This paper mainly focuses on the diagnostic methods for Logistic regression model. We Systematically studied the impact of the modle analysis ,the mean shift motile,Score statistic of outlier. At the same time , derived from the impact of the strong point of identification or diagnosis of abnormal point statistics such as the generalized Cook distance ,likelihood distance . And then discussed the local impact analysis ,and conducted a case study.
出处 《聊城大学学报(自然科学版)》 2011年第1期27-31,共5页 Journal of Liaocheng University:Natural Science Edition
基金 国家自然科学基金资助项目(11061036) 云南省教育厅自然科学基金资助项目(2010Y007)
关键词 LOGISTIC回归模型 数据删除 均值漂移 score检验统计量 局部影响分析 Logistic regression model, case-deletion,means-shift, score test, local impact analysis
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  • 1曾林蕊,朱仲义,茆诗松.半参数广义线性模型的影响分析与异常点检验[J].高校应用数学学报(A辑),2004,19(3):323-332. 被引量:7
  • 2Cook R D,Weisberg S.Residual and Influence in Regression[M].New York:Chapman and Hall,1982.
  • 3McCullagh P,Nelder J A.Generalized Linear Model[M].London:Chapman and Hall.,1989.
  • 4Thoms W.Influence diagnostic for the cross-validated smoothing parameter in spline smoothing[J].J Amer Statist Assoc,1991,86:693-698.
  • 5Kim C.Cook's distance in spline smoothing[J].Statist Probab Lett.1996,32:139-144.
  • 6Green P J,Silverman B W.Nonparametric Regression and Generalized Linear Models[M].London:Chapman and Hall,1994.
  • 7峁诗松.统计手册[M].北京:科学出版社,2003.
  • 8[1]L.Fahrmeir.Multivariate Statistical Modeling Based on Generalized Linear Models [M].New York,Springer-Verlag,1994.
  • 9[2]McCullagh.Generalized Linear Models[M].London/New York,Chapman & Hill,1989 2nd edition.
  • 10[3]L.Fahrmeir.Consistency and asymptotic normality of the maximum likelihood estimator in generalized linear models[J].Ann.Statist.,1985,342-368.

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