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Data-driven random projection and screening for high-dimensional generalized linear models

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Statistical Modelling: An International Journal

Published online on

Abstract

Statistical Modelling, Ahead of Print.
We address the challenge of correlated predictors in high-dimensional generalized linear model (GLMs), where regression coefficients range from sparse to dense, by proposing a data-driven random projection (RP) method. This is particularly relevant for ...