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A modified Liu-type estimator with an intercept term under mixture experiments
Authors:Ai-Chun Chen
Affiliation:Graduate Institute of Statistics, National Central University, Taoyuan City, Taiwan
Abstract:We consider ridge regression with an intercept term under mixture experiments. We propose a new estimator which is shown to be a modified version of the Liu-type estimator. The so-called compound covariate estimator is applied to modify the Liu-type estimator. We then derive a formula of the total mean squared error (TMSE) of the proposed estimator. It is shown that the new estimator improves upon existing estimators in terms of the TMSE, and the performance of the new estimator is invariant under the change of the intercept term. We demonstrate the new estimator using a real dataset on mixture experiments.
Keywords:Compound covariate estimator  linear regression  least squares estimator  ridge regression  shrinkage estimator
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