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Robust Regression

Authors: Rand Wilcox;

Robust Regression

Abstract

Chapter 10 summarizes a wide range of robust regression estimators. Their relative merits are discussed. Generally, these estimators deal effectively with regression outliers and leverage points. Some can offer a substantial advantage, in terms of efficiency, when there is heteroscedasticity. Included are robust versions of logistic regression and recently derived methods for dealing with multivariate regression, two of which take into account the association among the outcome variables, in contrast to most estimators that have been proposed. R functions for applying these estimators are described.

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    158
    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.
    Top 1%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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citations
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!
158
Top 1%
Top 10%
Average
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