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On the Restricted Almost Unbiased Ridge Estimator in Logistic Regression
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作者 Nagarajah Varathan Pushpakanthie Wijekoon 《Open Journal of Statistics》 2016年第6期1076-1084,共10页
In this article, the restricted almost unbiased ridge logistic estimator (RAURLE) is proposed to estimate the parameter in a logistic regression model with exact linear re-strictions when there exists multicollinearit... In this article, the restricted almost unbiased ridge logistic estimator (RAURLE) is proposed to estimate the parameter in a logistic regression model with exact linear re-strictions when there exists multicollinearity among explanatory variables. The performance of the proposed estimator over the maximum likelihood estimator (MLE), ridge logistic estimator (RLE), almost unbiased ridge logistic estimator (AURLE), and restricted maximum likelihood estimator (RMLE) with respect to different ridge parameters is investigated through a simulation study in terms of scalar mean square error. 展开更多
关键词 MULTICOLLINEARITY Ridge Estimator Almost Unbiased Ridge Logistic Estimator Linear Restrictions scalar mean square error
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