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A decision theory approach to the problem of finding an optimal regression design is considered when the data obtained through using this design are to be analyzed in order that a future value of the dependent variable can be predicted and also the best subset of independent variables to use for the prediction determined.
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Randall Brooks (1972) studied this question.
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