Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
10525848 | Statistics & Probability Letters | 2013 | 5 Pages |
Abstract
Grouping effect of the elastic net asserts that coefficients corresponding to highly correlated predictors in a linear regression setting have small differences. A quantitative estimate for such small differences was given in Zou and Hastie (2005) when the coefficients have the same sign. We show that the same estimate holds true even when the coefficients have different signs. The estimate is also improved by means of an empirical approximation error when the model fits the data well.
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Physical Sciences and Engineering
Mathematics
Statistics and Probability
Authors
Ding-Xuan Zhou,