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The Annals of Statistics
Article
License: implied-oa
Data sources: UnpayWall
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Other literature type . 1980
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The Annals of Statistics
Article . 1980 . Peer-reviewed
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Minimax Ridge Regression Estimation.

Minimax ridge regression estimation
Authors: CASELLA, GEORGE C;

Minimax Ridge Regression Estimation.

Abstract

The technique of ridge regression, first proposed by Hoerl and Kennard, has become a popular tool for data analysts faced with a high degree of multicollinearity in their data. By using a ridge estimator, one hopes to both stabilize one's estimates (lower the condition number of the design matrix) and improve upon the squared error loss of the least squares estimator. Recently, much attention has been focused on the latter objective. Building on the work of Stein and others, Strawderman and Thisted have developed classes of ridge regression estimators which dominate the usual estimator in risk, and hence are minimax. The unwieldy form of the risk function, however, has led these authors to minimax conditions which are stronger than needed. In this paper, using an entirely new method of proof, we derive conditions that are necessary and sufficient for minimaxity of a large class of ridge regression estimators. The conditions derived here are very similar to those derived for minimaxity of some Stein-type estimators. We also show, however, that if one forces a ridge regression estimator to satisfy the minimax conditions, it is quite likely that the other goal of Hoerl and Kennard (stability of the estimates) cannot be realized.

Country
United States
Related Organizations
Keywords

62C99, normal distribution, risk function, Ridge regression; shrinkage estimators (Lasso), stability of estimates, Estimation in multivariate analysis, Statistics, Minimax procedures in statistical decision theory, Point estimation, quadratic loss, mean, 62J05, minimax ridge regression estimation, ridge regression, Minimax, new method of proof, 62H99, 62F10

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
58
Top 10%
Top 10%
Average
Green
hybrid