JOURNAL ARTICLE

Modified Restricted Almost Unbiased Liu Estimator in Linear Regression Model

Jibo Wu

Year: 2014 Journal:   Communications in Statistics - Simulation and Computation Vol: 45 (2)Pages: 689-700   Publisher: Taylor & Francis

Abstract

AbstractIn this article we introduce a modified restricted almost unbiased Liu estimator in linear regression model which satisfies the linear restrictions. The mean squared error matrix (MSEM) of the proposed estimator is derived and compared with the corresponding competitors in literature. Finally, a numerical example and a Monte Carlo simulation are given to illustrate some of the theoretical results.Keywords: Linear modelMean squared error matrixRestricted almost unbiased Liu estimatorRestricted Liu estimatorMathematics Subject Classification: 62J0762J10

Keywords:
Best linear unbiased prediction Statistics Minimum-variance unbiased estimator Mathematics Stein's unbiased risk estimate Linear regression Linear model Estimator Bias of an estimator Computer science Artificial intelligence Selection (genetic algorithm)

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Citation History

Topics

Advanced Statistical Methods and Models
Physical Sciences →  Mathematics →  Statistics and Probability
Fuzzy Systems and Optimization
Physical Sciences →  Mathematics →  Statistics and Probability
Fractional Differential Equations Solutions
Physical Sciences →  Mathematics →  Modeling and Simulation

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