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Strong rules for discarding predictors in lasso-type problems

We consider rules for discarding predictors in lasso regression and related problems, for computational efficiency. El Ghaoui and his colleagues have propose ‘SAFE’ rules, based on univariate inner products between each predictor and the outcome, which guarantee that a coefficient will be 0 in the s...

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Detaylı Bibliyografya
Yayımlandı:J R Stat Soc Series B Stat Methodol
Asıl Yazarlar: Tibshirani, Robert, Bien, Jacob, Friedman, Jerome, Hastie, Trevor, Simon, Noah, Taylor, Jonathan, Tibshirani, Ryan J.
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2012
Konular:
Online Erişim:https://ncbi.nlm.nih.gov/pmc/articles/PMC4262615/
https://ncbi.nlm.nih.gov/pubmed/25506256
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/j.1467-9868.2011.01004.x
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