Article ID Journal Published Year Pages File Type
1154164 Statistics & Probability Letters 2007 9 Pages PDF
Abstract

Kaçıranlar, and Sakallıoğlu, [2001. Combining the Liu estimator and the principal component regression estimator. Comm. Statist. Theory Methods 30, 2699–2705] introduced the r-dr-d class estimator which is a general estimator of the ordinary least squares (OLS), the principal components regression (PCR) and the Liu estimators. In this paper, we derive conditions for the superiority of the r-dr-d class estimator over each of these estimators and the r-kr-k class estimator by the matrix mean square error (MMSE) criterion. Also, we suggest tests to verify if these conditions are indeed satisfied.

Related Topics
Physical Sciences and Engineering Mathematics Statistics and Probability
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