Open Access
June 2009 On the distribution of shrinkage parameters of Liu-type estimators
M. I. Alheety, T. V. Ramanathan, S. D. Gore
Braz. J. Probab. Stat. 23(1): 57-67 (June 2009). DOI: 10.1214/08-BJPS005

Abstract

In this paper, we derive the density and distribution functions of the estimator of the shrinkage parameters of the Liu and generalized Liu estimators associated with the normal linear regression model. We indicate how these distributions can be used in arriving at a confidence interval for the optimal value of the shrinkage parameter. Since the distributions are difficult to handle, we have carried out some numerical computations to illustrate them.

Citation

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M. I. Alheety. T. V. Ramanathan. S. D. Gore. "On the distribution of shrinkage parameters of Liu-type estimators." Braz. J. Probab. Stat. 23 (1) 57 - 67, June 2009. https://doi.org/10.1214/08-BJPS005

Information

Published: June 2009
First available in Project Euclid: 18 June 2009

zbMATH: 1298.62119
MathSciNet: MR2575423
Digital Object Identifier: 10.1214/08-BJPS005

Keywords: density function , distribution function , least squares estimator , Liu estimator , multicollinearity , shrinkage parameters

Rights: Copyright © 2009 Brazilian Statistical Association

Vol.23 • No. 1 • June 2009
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