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Ridge regression versus ols by pitman's closeness under quadratic and fisher's loss
Authors:Alessandro Bertuzzi  Alberto Gandolfi
Institution:Istituto di Analisi dei Sistemi ed Informatica del CNR , Viale Manzoni 30, Roma, 00185, Italy
Abstract:The existence of values of the ridge parameter such that ridge regression is preferable to OLS by the Pitman nearness criterion under both the quadratic and the Fisher's loss is shown. Preference regions of the two estimators under the above loss functions are found. An upper bound for the value of the Pitman's measure of closeness, independent of a deterministic or stochastic choice of the ridge parameter, is given.
Keywords:multiple regression  ridge regression  ordinary least squares  Pitman's measure of closeness
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