On the Restricted Liu Estimator in the Logistic Regression Model

DOI10.1080/03610918.2013.771742zbMath1328.62403OpenAlexW2010077693MaRDI QIDQ5252818

Gülesen Üstündağ Şiray, Selahattin Kaçıranlar, Selma Toker

Publication date: 3 June 2015

Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610918.2013.771742

zbMATH Keywords

logistic regressionmulticollinearityrestricted maximum likelihood estimatorrestricted Liu estimator

Mathematics Subject Classification ID

Ridge regression; shrinkage estimators (Lasso) (62J07) General nonlinear regression (62J02)

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A new Poisson Liu Regression Estimator: method and application ⋮ On the Liu estimator in the beta and Kumaraswamy regression models: A comparative study ⋮ Modified restricted Liu estimator in logistic regression model ⋮ An improved and efficient biased estimation technique in logistic regression model ⋮ Stochastic restricted Liu predictors in linear mixed models ⋮ Modified almost unbiased Liu estimator in logistic regression ⋮ A novel multivariate performance optimization method based on sparse coding and hyper-predictor learning ⋮ A general restricted estimator in binary logistic regression in the presence of multicollinearity ⋮ The r – d class estimator in generalized linear models: applications on gamma, Poisson and binomial distributed responses ⋮ Logistic Liu estimator under stochastic linear restrictions ⋮ Optimal generalized logistic estimator ⋮ On the restricted almost unbiased Liu estimator in the logistic regression model ⋮ More on the restricted Liu estimator in the logistic regression model ⋮ The stochastic restricted ridge estimator in generalized linear models ⋮ Optimal stochastic restricted logistic estimator ⋮ Ridge-type shrinkage estimators in generalized linear models with an application to prostate cancer data ⋮ Improvement of mixed predictors in linear mixed models

Cites Work

• On the small sample properties of norm-restricted maximum likelihood estimators for logistic regression models
• On Some Ridge Regression Estimators: An Empirical Comparisons
• A new estimator combining the ridge regression and the restricted least squares methods of estimation
• A new class of blased estimate in linear regression
• Performance of Some New Ridge Regression Estimators
• Ridge Estimators in Logistic Regression

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