Chunk #5 — 1 Introduction
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Lasso procedures are frequently used in domains with very large datasets, such as genomics and web analysis. Consequently a focus of our research has been algorithmic efficiency and speed. We demonstrate through simulations that our procedures outperform all competitors — even those based on coordinate descent.